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Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:42:40.762Z
click
product_option
rule
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2025-05-02T03:42:40.762Z
click
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<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": 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{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": 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"2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Original waffle outsole Skate influenced design Double stitched multi-piece upper for durability Padded tongue and collar" }, { "asin": "B08XB9K4L5" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Vans Sport Low Sneakers, Turtledove, Off White, 9.5 US Women/8 US Men", "asin": "B0D9HSZQNF", "price": "$70.00", "quantity": ""}, {"title": "Vans Men's Bearcat Trainer, Burgundy, US:5.5", "asin": "B001DCZAPO", "price": "$55.00", "quantity": ""}, {"title": "Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men", "asin": "B0D98RH275", "price": "$85.00", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Black Shoes Loafers for Women Fashion Red Sneaker Shoes(Red,US5.5", "asin": "B0BK93G7SV", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,6.5)", "asin": "B0CP721HJR", "price": "$21.99", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "adidas Men's Vl Court 3.0 Sneaker, Preloved Green/Black/Off White, 9", "asin": "B0CKMMJWXL", "price": "$54.45", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:40.762Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 800, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Original waffle outsole Skate influenced design Double stitched multi-piece upper for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B08XB9K4L5\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Vans Sport Low Sneakers, Turtledove, Off White, 9.5 US Women/8 US Men\", \"asin\": \"B0D9HSZQNF\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Bearcat Trainer, Burgundy, US:5.5\", \"asin\": \"B001DCZAPO\", \"price\": \"$55.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men\", \"asin\": \"B0D98RH275\", \"price\": \"$85.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Black Shoes Loafers for Women Fashion Red Sneaker Shoes(Red,US5.5\", \"asin\": \"B0BK93G7SV\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,6.5)\", \"asin\": \"B0CP721HJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"adidas Men's Vl Court 3.0 Sneaker, Preloved Green/Black/Off White, 9\", \"asin\": \"B0CKMMJWXL\", \"price\": \"$54.45\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:40.762Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:42:46.881Z
click
product_option
rule
2025-05-02T03:42:46.881Z
train
801
2025-05-02T03:42:46.881Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Original waffle outsole Skate influenced design Double stitched multi-piece upper for durability Padded tongue and collar" }, { "asin": "B08XB9K4L5" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "Black Old Skool Shoes x Red Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B08KFL3HTW", "price": "$172.99", "quantity": ""}, {"title": "Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection", "asin": "B07KBFCH1C", "price": "$209.99", "quantity": ""}, {"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)", "asin": "B0DJQQ8LHZ", "price": "$24.43", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:46.881Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 801, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Original waffle outsole Skate influenced design Double stitched multi-piece upper for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B08XB9K4L5\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool Shoes x Red Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B08KFL3HTW\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection\", \"asin\": \"B07KBFCH1C\", \"price\": \"$209.99\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)\", \"asin\": \"B0DJQQ8LHZ\", \"price\": \"$24.43\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:46.881Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:42:48.169Z
click
product_option
rule
2025-05-02T03:42:48.169Z
train
802
2025-05-02T03:42:48.169Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": 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{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": 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{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": 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"2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:48.169Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 802, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:48.169Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:42:49.384Z
click
product_option
rule
2025-05-02T03:42:49.384Z
train
803
2025-05-02T03:42:49.384Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:49.384Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 803, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:49.384Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:42:51.801Z
click
product_option
rule
2025-05-02T03:42:51.801Z
train
804
2025-05-02T03:42:51.801Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", 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{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": 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{"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:51.801Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 804, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:51.801Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:42:53.135Z
click
product_option
rule
2025-05-02T03:42:53.135Z
train
805
2025-05-02T03:42:53.135Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", 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"2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:53.135Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 805, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:53.135Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:42:54.469Z
click
product_option
rule
2025-05-02T03:42:54.469Z
train
806
2025-05-02T03:42:54.469Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", 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"2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:54.469Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 806, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:54.469Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:42:55.625Z
click
product_option
rule
2025-05-02T03:42:55.625Z
train
807
2025-05-02T03:42:55.625Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", 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"2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:55.625Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 807, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:55.625Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:42:57.836Z
click
product_option
rule
2025-05-02T03:42:57.836Z
train
808
2025-05-02T03:42:57.836Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", 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"2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:57.836Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 808, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:57.836Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:42:59.108Z
click
product_option
rule
2025-05-02T03:42:59.108Z
train
809
2025-05-02T03:42:59.108Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", 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"2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:59.108Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 809, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:59.108Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:43:01.431Z
click
product_option
rule
2025-05-02T03:43:01.431Z
train
810
2025-05-02T03:43:01.431Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", 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"2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:43:01.431Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 810, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:43:01.431Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:43:04.149Z
click
product_option
rule
2025-05-02T03:43:04.149Z
train
811
2025-05-02T03:43:04.149Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": 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{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:43:04.149Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 811, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:43:04.149Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:43:05.537Z
click
product_option
rule
2025-05-02T03:43:05.537Z
train
812
2025-05-02T03:43:05.537Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:43:05.537Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 812, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:43:05.537Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:43:06.819Z
click
product_option
rule
2025-05-02T03:43:06.819Z
train
813
2025-05-02T03:43:06.819Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": 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{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": 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{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": 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"2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:43:06.819Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 813, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:43:06.819Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:43:08.906Z
click
product_option
rule
2025-05-02T03:43:08.906Z
train
814
2025-05-02T03:43:08.906Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": 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{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": 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{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": 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"2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:43:08.906Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 814, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:43:08.906Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:43:16.171Z
click
product_option
rule
2025-05-02T03:43:16.171Z
train
815
2025-05-02T03:43:16.171Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": 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{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": 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{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": 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"2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:43:16.171Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 815, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:43:16.171Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:43:18.536Z
click
product_option
rule
2025-05-02T03:43:18.536Z
train
816
2025-05-02T03:43:18.536Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": 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{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": 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"2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:43:18.536Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 816, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:43:18.536Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:43:25.349Z
click
product_option
rule
2025-05-02T03:43:25.349Z
train
817
2025-05-02T03:43:25.349Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:43:25.349Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 817, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:43:25.349Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:43:26.570Z
click
product_option
rule
2025-05-02T03:43:26.570Z
train
818
2025-05-02T03:43:26.570Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:43:26.570Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 818, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:43:26.570Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:43:29.302Z
click
product_option
rule
2025-05-02T03:43:29.302Z
train
819
2025-05-02T03:43:29.302Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:43:29.302Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 819, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", 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\"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:43:29.302Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:43:38.649Z
click
product_option
rule
2025-05-02T03:43:38.649Z
train
820
2025-05-02T03:43:38.649Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Signature waffle outsole for enhanced board feel Die cut EVA insert for added support Represents timeless skate style" }, { "asin": "B001CVUZII" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Mens Mesh Sneakers Oxfords Lace-Up Lightweight Casual Walking Shoes Fashion Sneakers Shoes", "asin": "B0DLGZ8C2R", "price": "$29.99", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(WHT11)", "asin": "B08GYQM6J5", "price": "$24.69", "quantity": ""}, {"title": "Skechers Men's Go Walk Flex Netro Hands Free Slip-ins Sneaker", "asin": "B0DDQZ6DW6", "price": "$70.50", "quantity": ""}, {"title": "Michael Kors Men's Trevor Trainer Sneaker", "asin": "B0DNTTKQK6", "price": "$178.00", "quantity": ""}, {"title": "yageyan Men Canvas Low top Shoes Classic Casual Sneakers Black and White Fashion Shoes(white11)", "asin": "B09W59G7Q8", "price": "$22.79", "quantity": ""}, {"title": "Dockers Men's Rowe Boat Shoe, Navy, 9.5", "asin": "B0DNRS4TG9", "price": "$39.95", "quantity": ""}, {"title": "Vans Unisex-Adult Authentic(tm) Core Classics", "asin": "B01A5CZSIQ", "price": "$38.03", "quantity": ""}, {"title": "Cull4U Women's Old Times Low-Top Sneaker Shoe (11 M US,Navy)", "asin": "B08TBRRRZJ", "price": "$26.99", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(Blue print08)", "asin": "B09MJYBXJW", "price": "$24.69", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/White/Black, 13", "asin": "B08B61JBB7", "price": "$40.00", "quantity": ""}, {"title": "Mens Fashion Casual Shoes Oxfords Business Walking Dress Slip on Sneakers Mesh Comfortable Lightweight Soft Sole", "asin": "B0DL45B68Y", "price": "$25.99", "quantity": ""}, {"title": "ZGR Mens Classic Casual Shoes,Lace-up Fashion Sneakers,Low Top Canvas Shoes for Men(Blue.US8)", "asin": "B0D5CBWJG9", "price": "$21.59", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "VILOCY Men's Dress Sneakers Oxfords Casual Business Shoes Lace Up Lightweight Walking Knit Mesh Fashion Sneakers Navy,EU44", "asin": "B0B3TB6QJC", "price": "$45.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:43:38.649Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 820, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Signature waffle outsole for enhanced board feel Die cut EVA insert for added support Represents timeless skate style\"\n},\n {\n \"asin\": \"B001CVUZII\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Mens Mesh Sneakers Oxfords Lace-Up Lightweight Casual Walking Shoes Fashion Sneakers Shoes\", \"asin\": \"B0DLGZ8C2R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(WHT11)\", \"asin\": \"B08GYQM6J5\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Skechers Men's Go Walk Flex Netro Hands Free Slip-ins Sneaker\", \"asin\": \"B0DDQZ6DW6\", \"price\": \"$70.50\", \"quantity\": \"\"},\n {\"title\": \"Michael Kors Men's Trevor Trainer Sneaker\", \"asin\": \"B0DNTTKQK6\", \"price\": \"$178.00\", \"quantity\": \"\"},\n {\"title\": \"yageyan Men Canvas Low top Shoes Classic Casual Sneakers Black and White Fashion Shoes(white11)\", \"asin\": \"B09W59G7Q8\", \"price\": \"$22.79\", \"quantity\": \"\"},\n {\"title\": \"Dockers Men's Rowe Boat Shoe, Navy, 9.5\", \"asin\": \"B0DNRS4TG9\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex-Adult Authentic(tm) Core Classics\", \"asin\": \"B01A5CZSIQ\", \"price\": \"$38.03\", \"quantity\": \"\"},\n {\"title\": \"Cull4U Women's Old Times Low-Top Sneaker Shoe (11 M US,Navy)\", \"asin\": \"B08TBRRRZJ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(Blue print08)\", \"asin\": \"B09MJYBXJW\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/White/Black, 13\", \"asin\": \"B08B61JBB7\", \"price\": \"$40.00\", \"quantity\": \"\"},\n {\"title\": \"Mens Fashion Casual Shoes Oxfords Business Walking Dress Slip on Sneakers Mesh Comfortable Lightweight Soft Sole\", \"asin\": \"B0DL45B68Y\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"ZGR Mens Classic Casual Shoes,Lace-up Fashion Sneakers,Low Top Canvas Shoes for Men(Blue.US8)\", \"asin\": \"B0D5CBWJG9\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"VILOCY Men's Dress Sneakers Oxfords Casual Business Shoes Lace Up Lightweight Walking Knit Mesh Fashion Sneakers Navy,EU44\", \"asin\": \"B0B3TB6QJC\", \"price\": \"$45.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:43:38.649Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:43:39.669Z
click
product_option
rule
2025-05-02T03:43:39.669Z
train
821
2025-05-02T03:43:39.669Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": 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"2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Signature waffle outsole for enhanced board feel Die cut EVA insert for added support Represents timeless skate style" }, { "asin": "B001CVUZII" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Mens Mesh Sneakers Oxfords Lace-Up Lightweight Casual Walking Shoes Fashion Sneakers Shoes", "asin": "B0DLGZ8C2R", "price": "$29.99", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(WHT11)", "asin": "B08GYQM6J5", "price": "$24.69", "quantity": ""}, {"title": "Skechers Men's Go Walk Flex Netro Hands Free Slip-ins Sneaker", "asin": "B0DDQZ6DW6", "price": "$70.50", "quantity": ""}, {"title": "Michael Kors Men's Trevor Trainer Sneaker", "asin": "B0DNTTKQK6", "price": "$178.00", "quantity": ""}, {"title": "yageyan Men Canvas Low top Shoes Classic Casual Sneakers Black and White Fashion Shoes(white11)", "asin": "B09W59G7Q8", "price": "$22.79", "quantity": ""}, {"title": "Dockers Men's Rowe Boat Shoe, Navy, 9.5", "asin": "B0DNRS4TG9", "price": "$39.95", "quantity": ""}, {"title": "Vans Unisex-Adult Authentic(tm) Core Classics", "asin": "B01A5CZSIQ", "price": "$38.03", "quantity": ""}, {"title": "Cull4U Women's Old Times Low-Top Sneaker Shoe (11 M US,Navy)", "asin": "B08TBRRRZJ", "price": "$26.99", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(Blue print08)", "asin": "B09MJYBXJW", "price": "$24.69", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/White/Black, 13", "asin": "B08B61JBB7", "price": "$40.00", "quantity": ""}, {"title": "Mens Fashion Casual Shoes Oxfords Business Walking Dress Slip on Sneakers Mesh Comfortable Lightweight Soft Sole", "asin": "B0DL45B68Y", "price": "$25.99", "quantity": ""}, {"title": "ZGR Mens Classic Casual Shoes,Lace-up Fashion Sneakers,Low Top Canvas Shoes for Men(Blue.US8)", "asin": "B0D5CBWJG9", "price": "$21.59", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "VILOCY Men's Dress Sneakers Oxfords Casual Business Shoes Lace Up Lightweight Walking Knit Mesh Fashion Sneakers Navy,EU44", "asin": "B0B3TB6QJC", "price": "$45.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:43:39.669Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 821, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Signature waffle outsole for enhanced board feel Die cut EVA insert for added support Represents timeless skate style\"\n},\n {\n \"asin\": \"B001CVUZII\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Mens Mesh Sneakers Oxfords Lace-Up Lightweight Casual Walking Shoes Fashion Sneakers Shoes\", \"asin\": \"B0DLGZ8C2R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(WHT11)\", \"asin\": \"B08GYQM6J5\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Skechers Men's Go Walk Flex Netro Hands Free Slip-ins Sneaker\", \"asin\": \"B0DDQZ6DW6\", \"price\": \"$70.50\", \"quantity\": \"\"},\n {\"title\": \"Michael Kors Men's Trevor Trainer Sneaker\", \"asin\": \"B0DNTTKQK6\", \"price\": \"$178.00\", \"quantity\": \"\"},\n {\"title\": \"yageyan Men Canvas Low top Shoes Classic Casual Sneakers Black and White Fashion Shoes(white11)\", \"asin\": \"B09W59G7Q8\", \"price\": \"$22.79\", \"quantity\": \"\"},\n {\"title\": \"Dockers Men's Rowe Boat Shoe, Navy, 9.5\", \"asin\": \"B0DNRS4TG9\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex-Adult Authentic(tm) Core Classics\", \"asin\": \"B01A5CZSIQ\", \"price\": \"$38.03\", \"quantity\": \"\"},\n {\"title\": \"Cull4U Women's Old Times Low-Top Sneaker Shoe (11 M US,Navy)\", \"asin\": \"B08TBRRRZJ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(Blue print08)\", \"asin\": \"B09MJYBXJW\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/White/Black, 13\", \"asin\": \"B08B61JBB7\", \"price\": \"$40.00\", \"quantity\": \"\"},\n {\"title\": \"Mens Fashion Casual Shoes Oxfords Business Walking Dress Slip on Sneakers Mesh Comfortable Lightweight Soft Sole\", \"asin\": \"B0DL45B68Y\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"ZGR Mens Classic Casual Shoes,Lace-up Fashion Sneakers,Low Top Canvas Shoes for Men(Blue.US8)\", \"asin\": \"B0D5CBWJG9\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"VILOCY Men's Dress Sneakers Oxfords Casual Business Shoes Lace Up Lightweight Walking Knit Mesh Fashion Sneakers Navy,EU44\", \"asin\": \"B0B3TB6QJC\", \"price\": \"$45.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:43:39.669Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:43:41.790Z
click
product_option
rule
2025-05-02T03:43:41.790Z
train
822
2025-05-02T03:43:41.790Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Original waffle outsole Skate influenced design Double stitched multi-piece upper for durability Padded tongue and collar" }, { "asin": "B08XB9K4L5" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "Black Old Skool Shoes x Red Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B08KFL3HTW", "price": "$172.99", "quantity": ""}, {"title": "Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection", "asin": "B07KBFCH1C", "price": "$209.99", "quantity": ""}, {"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)", "asin": "B0DJQQ8LHZ", "price": "$24.43", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:43:41.790Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 822, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Original waffle outsole Skate influenced design Double stitched multi-piece upper for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B08XB9K4L5\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool Shoes x Red Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B08KFL3HTW\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection\", \"asin\": \"B07KBFCH1C\", \"price\": \"$209.99\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)\", \"asin\": \"B0DJQQ8LHZ\", \"price\": \"$24.43\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:43:41.790Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:43:53.897Z
click
product_option
rule
2025-05-02T03:43:53.897Z
train
823
2025-05-02T03:43:53.897Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Original waffle outsole Skate influenced design Double stitched multi-piece upper for durability Padded tongue and collar" }, { "asin": "B08XB9K4L5" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "Black Old Skool Shoes x Red Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B08KFL3HTW", "price": "$172.99", "quantity": ""}, {"title": "Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection", "asin": "B07KBFCH1C", "price": "$209.99", "quantity": ""}, {"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)", "asin": "B0DJQQ8LHZ", "price": "$24.43", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:43:53.897Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 823, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Original waffle outsole Skate influenced design Double stitched multi-piece upper for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B08XB9K4L5\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool Shoes x Red Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B08KFL3HTW\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection\", \"asin\": \"B07KBFCH1C\", \"price\": \"$209.99\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)\", \"asin\": \"B0DJQQ8LHZ\", \"price\": \"$24.43\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:43:53.897Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:43:55.535Z
click
product_option
rule
2025-05-02T03:43:55.535Z
train
824
2025-05-02T03:43:55.535Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:43:55.535Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 824, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": 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\"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", 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\"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:43:55.535Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:43:56.736Z
click
product_option
rule
2025-05-02T03:43:56.736Z
train
825
2025-05-02T03:43:56.736Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:43:56.736Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 825, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:43:56.736Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:44:01.414Z
click
product_option
rule
2025-05-02T03:44:01.414Z
train
826
2025-05-02T03:44:01.414Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": 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"action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)", "asin": "B0DJQQ8LHZ", "price": "$24.43", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:44:01.414Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 826, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)\", \"asin\": \"B0DJQQ8LHZ\", \"price\": \"$24.43\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:44:01.414Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:44:02.664Z
click
product_option
rule
2025-05-02T03:44:02.664Z
train
827
2025-05-02T03:44:02.664Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": 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{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)", "asin": "B0DJQQ8LHZ", "price": "$24.43", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:44:02.664Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 827, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)\", \"asin\": \"B0DJQQ8LHZ\", \"price\": \"$24.43\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:44:02.664Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:44:04.114Z
click
product_option
rule
2025-05-02T03:44:04.114Z
train
828
2025-05-02T03:44:04.114Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Original waffle outsole Skate influenced design Double stitched multi-piece upper for durability Padded tongue and collar" }, { "asin": "B08XB9K4L5" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "Black Old Skool Shoes x Red Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B08KFL3HTW", "price": "$172.99", "quantity": ""}, {"title": "Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection", "asin": "B07KBFCH1C", "price": "$209.99", "quantity": ""}, {"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)", "asin": "B0DJQQ8LHZ", "price": "$24.43", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:44:04.114Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 828, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Original waffle outsole Skate influenced design Double stitched multi-piece upper for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B08XB9K4L5\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool Shoes x Red Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B08KFL3HTW\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection\", \"asin\": \"B07KBFCH1C\", \"price\": \"$209.99\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)\", \"asin\": \"B0DJQQ8LHZ\", \"price\": \"$24.43\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:44:04.114Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:44:21.935Z
click
product_option
rule
2025-05-02T03:44:21.935Z
train
829
2025-05-02T03:44:21.935Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Original waffle outsole Skate influenced design Double stitched multi-piece upper for durability Padded tongue and collar" }, { "asin": "B08XB9K4L5" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "Black Old Skool Shoes x Red Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B08KFL3HTW", "price": "$172.99", "quantity": ""}, {"title": "Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection", "asin": "B07KBFCH1C", "price": "$209.99", "quantity": ""}, {"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)", "asin": "B0DJQQ8LHZ", "price": "$24.43", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:44:21.935Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 829, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": 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\"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Original waffle outsole Skate influenced design Double stitched multi-piece upper for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B08XB9K4L5\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool Shoes x Red Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B08KFL3HTW\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection\", \"asin\": \"B07KBFCH1C\", \"price\": \"$209.99\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)\", \"asin\": \"B0DJQQ8LHZ\", \"price\": \"$24.43\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:44:21.935Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:44:24.118Z
click
product_option
rule
2025-05-02T03:44:24.118Z
train
830
2025-05-02T03:44:24.118Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} 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"2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:44:24.118Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 830, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:44:24.118Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:44:26.439Z
click
product_option
rule
2025-05-02T03:44:26.439Z
train
831
2025-05-02T03:44:26.439Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": 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{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": 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{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": 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"2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:44:26.439Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 831, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:44:26.439Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:44:30.819Z
click
product_option
rule
2025-05-02T03:44:30.819Z
train
832
2025-05-02T03:44:30.819Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Original waffle outsole Skate influenced design Double stitched multi-piece upper for durability Padded tongue and collar" }, { "asin": "B08XB9K4L5" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "Black Old Skool Shoes x Red Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B08KFL3HTW", "price": "$172.99", "quantity": ""}, {"title": "Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection", "asin": "B07KBFCH1C", "price": "$209.99", "quantity": ""}, {"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)", "asin": "B0DJQQ8LHZ", "price": "$24.43", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:44:30.819Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 832, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": 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\"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Original waffle outsole Skate influenced design Double stitched multi-piece upper for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B08XB9K4L5\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool Shoes x Red Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B08KFL3HTW\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection\", \"asin\": \"B07KBFCH1C\", \"price\": \"$209.99\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)\", \"asin\": \"B0DJQQ8LHZ\", \"price\": \"$24.43\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:44:30.819Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:44:32.695Z
click
product_option
rule
2025-05-02T03:44:32.695Z
train
833
2025-05-02T03:44:32.695Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Original waffle outsole Skate influenced design Double stitched multi-piece upper for durability Padded tongue and collar" }, { "asin": "B08XB9K4L5" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "Black Old Skool Shoes x Red Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B08KFL3HTW", "price": "$172.99", "quantity": ""}, {"title": "Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection", "asin": "B07KBFCH1C", "price": "$209.99", "quantity": ""}, {"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)", "asin": "B0DJQQ8LHZ", "price": "$24.43", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:44:32.695Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 833, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Original waffle outsole Skate influenced design Double stitched multi-piece upper for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B08XB9K4L5\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool Shoes x Red Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B08KFL3HTW\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection\", \"asin\": \"B07KBFCH1C\", \"price\": \"$209.99\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)\", \"asin\": \"B0DJQQ8LHZ\", \"price\": \"$24.43\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:44:32.695Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:44:34.800Z
click
product_option
rule
2025-05-02T03:44:34.800Z
train
834
2025-05-02T03:44:34.800Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B9GRSXP" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 11", "asin": "B0BWZRL7LT", "price": "$52.99", "quantity": ""}, {"title": "Vans Men's Low-Top Sneakers, Acid Denim, 4.5", "asin": "B00YVU3P7A", "price": "$46.58", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Gola Men's Comet Sneaker, Khaki/Navy/Burgundy, 7", "asin": "B0BYSD7FRL", "price": "$56.00", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "SEW BY SOU Skate Shoes for Men Women Low Top Pro Skateboard Training Casual Sneakers", "asin": "B0CYP7W595", "price": "$54.99", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers", "asin": "B0CYPVM4ZF", "price": "$64.99", "quantity": ""}, {"title": "Josmo Etnies Mens Skateboard Sneakers Active Casual Wear Tennis, Sable Black, 10.5", "asin": "B0DGJ58GBK", "price": "$34.99", "quantity": ""}, {"title": "Emerica Men's Cadence Skate Shoe, Black/White/Gold, 10.5", "asin": "B0C9PF4XZ7", "price": "$64.95", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:44:34.800Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 834, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B9GRSXP\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Fader Skate Shoe, Black/Green, 11\", \"asin\": \"B0BWZRL7LT\", \"price\": \"$52.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Low-Top Sneakers, Acid Denim, 4.5\", \"asin\": \"B00YVU3P7A\", \"price\": \"$46.58\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Gola Men's Comet Sneaker, Khaki/Navy/Burgundy, 7\", \"asin\": \"B0BYSD7FRL\", \"price\": \"$56.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skate Shoes for Men Women Low Top Pro Skateboard Training Casual Sneakers\", \"asin\": \"B0CYP7W595\", \"price\": \"$54.99\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers\", \"asin\": \"B0CYPVM4ZF\", \"price\": \"$64.99\", \"quantity\": \"\"},\n {\"title\": \"Josmo Etnies Mens Skateboard Sneakers Active Casual Wear Tennis, Sable Black, 10.5\", \"asin\": \"B0DGJ58GBK\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Emerica Men's Cadence Skate Shoe, Black/White/Gold, 10.5\", \"asin\": \"B0C9PF4XZ7\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:44:34.800Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:44:36.221Z
click
product_option
rule
2025-05-02T03:44:36.221Z
train
835
2025-05-02T03:44:36.221Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B9GRSXP" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 11", "asin": "B0BWZRL7LT", "price": "$52.99", "quantity": ""}, {"title": "Vans Men's Low-Top Sneakers, Acid Denim, 4.5", "asin": "B00YVU3P7A", "price": "$46.58", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Gola Men's Comet Sneaker, Khaki/Navy/Burgundy, 7", "asin": "B0BYSD7FRL", "price": "$56.00", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "SEW BY SOU Skate Shoes for Men Women Low Top Pro Skateboard Training Casual Sneakers", "asin": "B0CYP7W595", "price": "$54.99", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers", "asin": "B0CYPVM4ZF", "price": "$64.99", "quantity": ""}, {"title": "Josmo Etnies Mens Skateboard Sneakers Active Casual Wear Tennis, Sable Black, 10.5", "asin": "B0DGJ58GBK", "price": "$34.99", "quantity": ""}, {"title": "Emerica Men's Cadence Skate Shoe, Black/White/Gold, 10.5", "asin": "B0C9PF4XZ7", "price": "$64.95", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:44:36.221Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 835, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": 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\"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B9GRSXP\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Fader Skate Shoe, Black/Green, 11\", \"asin\": \"B0BWZRL7LT\", \"price\": \"$52.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Low-Top Sneakers, Acid Denim, 4.5\", \"asin\": \"B00YVU3P7A\", \"price\": \"$46.58\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Gola Men's Comet Sneaker, Khaki/Navy/Burgundy, 7\", \"asin\": \"B0BYSD7FRL\", \"price\": \"$56.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skate Shoes for Men Women Low Top Pro Skateboard Training Casual Sneakers\", \"asin\": \"B0CYP7W595\", \"price\": \"$54.99\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers\", \"asin\": \"B0CYPVM4ZF\", \"price\": \"$64.99\", \"quantity\": \"\"},\n {\"title\": \"Josmo Etnies Mens Skateboard Sneakers Active Casual Wear Tennis, Sable Black, 10.5\", \"asin\": \"B0DGJ58GBK\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Emerica Men's Cadence Skate Shoe, Black/White/Gold, 10.5\", \"asin\": \"B0C9PF4XZ7\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:44:36.221Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:44:39.700Z
click
product_option
rule
2025-05-02T03:44:39.700Z
train
836
2025-05-02T03:44:39.700Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} 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"2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "price": "$78.45" }, { "bullet_list": "Rubber sole" }, { "asin": "B07BD4DVXS" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Wide Shoes for Mens Casual Dress Sneakers Business Oxfords Mesh Breathable Walking Shoes Tennis Comfortable Wide Width Black EU44", "asin": "B0DBPWDWWZ", "price": "$47.99", "quantity": ""}, {"title": "yageyan Men Canvas Low top Shoes Classic Casual Sneakers Black and White Fashion Shoes(black9)", "asin": "B09W59RLR7", "price": "$22.79", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Black, 10 M US", "asin": "B08Z76MXT8", "price": "$34.97", "quantity": ""}, {"title": "Jousen Men's Fashion Sneakers 4 Eyelets Brown Leisure Casual Shoes (A81Q01 Yellow Brown 10)", "asin": "B07TDGG3PV", "price": "$42.99", "quantity": ""}, {"title": "Unisex Low Top Lace Up Casual Canvas Shoes for Women and Men, Comfortable Lightweight Classic Fashion Sneakers Popular 2024, Zapatillas Casual De Lona De Moda para Hombre Y Mujer Black", "asin": "B0D9VKJV77", "price": "$19.99", "quantity": ""}, {"title": "Cull4U Women's Laid Back Low-Top Sneaker Shoe (11 M US,Black)", "asin": "B089NZJYHS", "price": "$26.99", "quantity": ""}, {"title": "Men's Classic Low Top Shoes Demin Black Fashion Sneaker with Soft Insole Causal Dress Shoes for Men Comfortable Walking Shoes", "asin": "B09WXX4MX3", "price": "$23.99", "quantity": ""}, {"title": "Cull4U Women's Laid Back Low-Top Sneaker Shoe (11 M US,Black)", "asin": "B089NZJYHS", "price": "$26.99", "quantity": ""}, {"title": "yageyan Men Canvas Low top Shoes Classic Casual Sneakers Black and White Fashion Shoes(black10)", "asin": "B09W58MN7Z", "price": "$22.79", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Unisex Low Top Lace Up Casual Canvas Shoes for Women and Men, Comfortable Lightweight Classic Fashion Sneakers Popular 2024, Zapatillas Casual De Lona De Moda para Hombre Y Mujer Black", "asin": "B0D9VKZN8F", "price": "$19.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Gum/Black, 11", "asin": "B08Z7J536X", "price": "$24.95", "quantity": ""}, {"title": "Men's Classic Low Top Shoes Demin Black Fashion Sneaker with Soft Insole Causal Dress Shoes for Men Comfortable Walking Shoes", "asin": "B09WXX4MX3", "price": "$23.99", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(Canvas navy11)", "asin": "B09MKD27HN", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:44:39.700Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 836, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$78.45\"\n},\n {\n \"bullet_list\": \"Rubber sole\"\n},\n {\n \"asin\": \"B07BD4DVXS\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Wide Shoes for Mens Casual Dress Sneakers Business Oxfords Mesh Breathable Walking Shoes Tennis Comfortable Wide Width Black EU44\", \"asin\": \"B0DBPWDWWZ\", \"price\": \"$47.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan Men Canvas Low top Shoes Classic Casual Sneakers Black and White Fashion Shoes(black9)\", \"asin\": \"B09W59RLR7\", \"price\": \"$22.79\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Black, 10 M US\", \"asin\": \"B08Z76MXT8\", \"price\": \"$34.97\", \"quantity\": \"\"},\n {\"title\": \"Jousen Men's Fashion Sneakers 4 Eyelets Brown Leisure Casual Shoes (A81Q01 Yellow Brown 10)\", \"asin\": \"B07TDGG3PV\", \"price\": \"$42.99\", \"quantity\": \"\"},\n {\"title\": \"Unisex Low Top Lace Up Casual Canvas Shoes for Women and Men, Comfortable Lightweight Classic Fashion Sneakers Popular 2024, Zapatillas Casual De Lona De Moda para Hombre Y Mujer Black\", \"asin\": \"B0D9VKJV77\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Cull4U Women's Laid Back Low-Top Sneaker Shoe (11 M US,Black)\", \"asin\": \"B089NZJYHS\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Men's Classic Low Top Shoes Demin Black Fashion Sneaker with Soft Insole Causal Dress Shoes for Men Comfortable Walking Shoes\", \"asin\": \"B09WXX4MX3\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Cull4U Women's Laid Back Low-Top Sneaker Shoe (11 M US,Black)\", \"asin\": \"B089NZJYHS\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan Men Canvas Low top Shoes Classic Casual Sneakers Black and White Fashion Shoes(black10)\", \"asin\": \"B09W58MN7Z\", \"price\": \"$22.79\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Unisex Low Top Lace Up Casual Canvas Shoes for Women and Men, Comfortable Lightweight Classic Fashion Sneakers Popular 2024, Zapatillas Casual De Lona De Moda para Hombre Y Mujer Black\", \"asin\": \"B0D9VKZN8F\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Gum/Black, 11\", \"asin\": \"B08Z7J536X\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Men's Classic Low Top Shoes Demin Black Fashion Sneaker with Soft Insole Causal Dress Shoes for Men Comfortable Walking Shoes\", \"asin\": \"B09WXX4MX3\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(Canvas navy11)\", \"asin\": \"B09MKD27HN\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:44:39.700Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:44:42.006Z
click
product_option
rule
2025-05-02T03:44:42.006Z
train
837
2025-05-02T03:44:42.006Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": 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{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": 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{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": 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"2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "price": "$78.45" }, { "bullet_list": "Rubber sole" }, { "asin": "B07BD4DVXS" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Wide Shoes for Mens Casual Dress Sneakers Business Oxfords Mesh Breathable Walking Shoes Tennis Comfortable Wide Width Black EU44", "asin": "B0DBPWDWWZ", "price": "$47.99", "quantity": ""}, {"title": "yageyan Men Canvas Low top Shoes Classic Casual Sneakers Black and White Fashion Shoes(black9)", "asin": "B09W59RLR7", "price": "$22.79", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Black, 10 M US", "asin": "B08Z76MXT8", "price": "$34.97", "quantity": ""}, {"title": "Jousen Men's Fashion Sneakers 4 Eyelets Brown Leisure Casual Shoes (A81Q01 Yellow Brown 10)", "asin": "B07TDGG3PV", "price": "$42.99", "quantity": ""}, {"title": "Unisex Low Top Lace Up Casual Canvas Shoes for Women and Men, Comfortable Lightweight Classic Fashion Sneakers Popular 2024, Zapatillas Casual De Lona De Moda para Hombre Y Mujer Black", "asin": "B0D9VKJV77", "price": "$19.99", "quantity": ""}, {"title": "Cull4U Women's Laid Back Low-Top Sneaker Shoe (11 M US,Black)", "asin": "B089NZJYHS", "price": "$26.99", "quantity": ""}, {"title": "Men's Classic Low Top Shoes Demin Black Fashion Sneaker with Soft Insole Causal Dress Shoes for Men Comfortable Walking Shoes", "asin": "B09WXX4MX3", "price": "$23.99", "quantity": ""}, {"title": "Cull4U Women's Laid Back Low-Top Sneaker Shoe (11 M US,Black)", "asin": "B089NZJYHS", "price": "$26.99", "quantity": ""}, {"title": "yageyan Men Canvas Low top Shoes Classic Casual Sneakers Black and White Fashion Shoes(black10)", "asin": "B09W58MN7Z", "price": "$22.79", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Unisex Low Top Lace Up Casual Canvas Shoes for Women and Men, Comfortable Lightweight Classic Fashion Sneakers Popular 2024, Zapatillas Casual De Lona De Moda para Hombre Y Mujer Black", "asin": "B0D9VKZN8F", "price": "$19.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Gum/Black, 11", "asin": "B08Z7J536X", "price": "$24.95", "quantity": ""}, {"title": "Men's Classic Low Top Shoes Demin Black Fashion Sneaker with Soft Insole Causal Dress Shoes for Men Comfortable Walking Shoes", "asin": "B09WXX4MX3", "price": "$23.99", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(Canvas navy11)", "asin": "B09MKD27HN", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:44:42.006Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 837, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$78.45\"\n},\n {\n \"bullet_list\": \"Rubber sole\"\n},\n {\n \"asin\": \"B07BD4DVXS\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Wide Shoes for Mens Casual Dress Sneakers Business Oxfords Mesh Breathable Walking Shoes Tennis Comfortable Wide Width Black EU44\", \"asin\": \"B0DBPWDWWZ\", \"price\": \"$47.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan Men Canvas Low top Shoes Classic Casual Sneakers Black and White Fashion Shoes(black9)\", \"asin\": \"B09W59RLR7\", \"price\": \"$22.79\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Black, 10 M US\", \"asin\": \"B08Z76MXT8\", \"price\": \"$34.97\", \"quantity\": \"\"},\n {\"title\": \"Jousen Men's Fashion Sneakers 4 Eyelets Brown Leisure Casual Shoes (A81Q01 Yellow Brown 10)\", \"asin\": \"B07TDGG3PV\", \"price\": \"$42.99\", \"quantity\": \"\"},\n {\"title\": \"Unisex Low Top Lace Up Casual Canvas Shoes for Women and Men, Comfortable Lightweight Classic Fashion Sneakers Popular 2024, Zapatillas Casual De Lona De Moda para Hombre Y Mujer Black\", \"asin\": \"B0D9VKJV77\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Cull4U Women's Laid Back Low-Top Sneaker Shoe (11 M US,Black)\", \"asin\": \"B089NZJYHS\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Men's Classic Low Top Shoes Demin Black Fashion Sneaker with Soft Insole Causal Dress Shoes for Men Comfortable Walking Shoes\", \"asin\": \"B09WXX4MX3\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Cull4U Women's Laid Back Low-Top Sneaker Shoe (11 M US,Black)\", \"asin\": \"B089NZJYHS\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan Men Canvas Low top Shoes Classic Casual Sneakers Black and White Fashion Shoes(black10)\", \"asin\": \"B09W58MN7Z\", \"price\": \"$22.79\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Unisex Low Top Lace Up Casual Canvas Shoes for Women and Men, Comfortable Lightweight Classic Fashion Sneakers Popular 2024, Zapatillas Casual De Lona De Moda para Hombre Y Mujer Black\", \"asin\": \"B0D9VKZN8F\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Gum/Black, 11\", \"asin\": \"B08Z7J536X\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Men's Classic Low Top Shoes Demin Black Fashion Sneaker with Soft Insole Causal Dress Shoes for Men Comfortable Walking Shoes\", \"asin\": \"B09WXX4MX3\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(Canvas navy11)\", \"asin\": \"B09MKD27HN\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:44:42.006Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:44:55.424Z
click
product_option
rule
2025-05-02T03:44:55.424Z
train
838
2025-05-02T03:44:55.424Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:44:55.424Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 838, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:44:55.424Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:45:01.330Z
click
product_option
rule
2025-05-02T03:45:01.330Z
train
839
2025-05-02T03:45:01.330Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", 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"2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:45:01.330Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 839, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:01.330Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:45:27.499Z
click
product_option
rule
2025-05-02T03:45:27.499Z
train
840
2025-05-02T03:45:27.499Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:45:27.499Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 840, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": 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\"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:27.499Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:45:32.267Z
click
product_option
rule
2025-05-02T03:45:32.267Z
train
841
2025-05-02T03:45:32.267Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:45:32.267Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 841, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:32.267Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:45:35.464Z
click
product_option
rule
2025-05-02T03:45:35.464Z
train
842
2025-05-02T03:45:35.464Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", 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"2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:45:35.464Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 842, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:35.464Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:45:45.925Z
click
product_option
rule
2025-05-02T03:45:45.925Z
train
843
2025-05-02T03:45:45.925Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:45:45.925Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 843, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:45.925Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:45:47.525Z
click
product_option
rule
2025-05-02T03:45:47.525Z
train
844
2025-05-02T03:45:47.525Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:45:47.525Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 844, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:47.525Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:45:50.106Z
click
product_option
rule
2025-05-02T03:45:50.106Z
train
845
2025-05-02T03:45:50.106Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:45:50.106Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 845, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:50.106Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:45:51.126Z
click
product_option
rule
2025-05-02T03:45:51.126Z
train
846
2025-05-02T03:45:51.126Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:45:51.126Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 846, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:51.126Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:45:52.473Z
click
product_option
rule
2025-05-02T03:45:52.473Z
train
847
2025-05-02T03:45:52.473Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:45:52.473Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 847, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:52.473Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:45:53.356Z
click
product_option
rule
2025-05-02T03:45:53.356Z
train
848
2025-05-02T03:45:53.356Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:45:53.356Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 848, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:53.356Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:45:55.164Z
click
product_option
rule
2025-05-02T03:45:55.164Z
train
849
2025-05-02T03:45:55.164Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:45:55.164Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 849, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:55.164Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:45:56.044Z
click
product_option
rule
2025-05-02T03:45:56.044Z
train
850
2025-05-02T03:45:56.044Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:45:56.044Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 850, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:56.044Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:45:58.585Z
click
product_option
rule
2025-05-02T03:45:58.585Z
train
851
2025-05-02T03:45:58.585Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:45:58.585Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 851, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:58.585Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:45:59.644Z
click
product_option
rule
2025-05-02T03:45:59.644Z
train
852
2025-05-02T03:45:59.644Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:45:59.644Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 852, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:59.644Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:46:01.072Z
click
product_option
rule
2025-05-02T03:46:01.072Z
train
853
2025-05-02T03:46:01.072Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:46:01.072Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 853, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:46:01.072Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:46:04.177Z
click
product_option
rule
2025-05-02T03:46:04.177Z
train
854
2025-05-02T03:46:04.177Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:46:04.177Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 854, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:46:04.177Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:46:31.603Z
click
review
rule
2025-05-02T03:46:31.603Z
train
855
2025-05-02T03:46:31.603Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} 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"2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Vans Unisex SK8-Hi Black/Black/White VN000D5IB8C Mens 8.5, Womens 10", "asin": "B01N05QNMH", "price": "$60.71", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)", "asin": "B0DJQQ8LHZ", "price": "$24.43", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:46:31.603Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 855, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex SK8-Hi Black/Black/White VN000D5IB8C Mens 8.5, Womens 10\", \"asin\": \"B01N05QNMH\", \"price\": \"$60.71\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)\", \"asin\": \"B0DJQQ8LHZ\", \"price\": \"$24.43\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:46:31.603Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:46:39.640Z
click
product_option
rule
2025-05-02T03:46:39.640Z
train
856
2025-05-02T03:46:39.640Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Vans Unisex SK8-Hi Black/Black/White VN000D5IB8C Mens 8.5, Womens 10", "asin": "B01N05QNMH", "price": "$60.71", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)", "asin": "B0DJQQ8LHZ", "price": "$24.43", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:46:39.640Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 856, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex SK8-Hi Black/Black/White VN000D5IB8C Mens 8.5, Womens 10\", \"asin\": \"B01N05QNMH\", \"price\": \"$60.71\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)\", \"asin\": \"B0DJQQ8LHZ\", \"price\": \"$24.43\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:46:39.640Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:46:42.534Z
click
product_option
rule
2025-05-02T03:46:42.534Z
train
857
2025-05-02T03:46:42.534Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": 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{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Vans Unisex SK8-Hi Black/Black/White VN000D5IB8C Mens 8.5, Womens 10", "asin": "B01N05QNMH", "price": "$60.71", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)", "asin": "B0DJQQ8LHZ", "price": "$24.43", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:46:42.534Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 857, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex SK8-Hi Black/Black/White VN000D5IB8C Mens 8.5, Womens 10\", \"asin\": \"B01N05QNMH\", \"price\": \"$60.71\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)\", \"asin\": \"B0DJQQ8LHZ\", \"price\": \"$24.43\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:46:42.534Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:46:45.497Z
click
product_option
rule
2025-05-02T03:46:45.497Z
train
858
2025-05-02T03:46:45.497Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:46:45.497Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 858, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$45.03\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)\", \"asin\": \"B08LSG5V7Z\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green\", \"asin\": \"B0DS1TJXKT\", \"price\": \"$29.40\", \"quantity\": \"\"},\n {\"title\": \"yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)\", \"asin\": \"B0CW14L7SF\", \"price\": \"$28.49\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:46:45.497Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:46:47.345Z
click
product_option
rule
2025-05-02T03:46:47.345Z
train
859
2025-05-02T03:46:47.345Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:46:47.345Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 859, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$45.03\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)\", \"asin\": \"B08LSG5V7Z\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green\", \"asin\": \"B0DS1TJXKT\", \"price\": \"$29.40\", \"quantity\": \"\"},\n {\"title\": \"yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)\", \"asin\": \"B0CW14L7SF\", \"price\": \"$28.49\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:46:47.345Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:47:14.578Z
click
product_option
rule
2025-05-02T03:47:14.578Z
train
860
2025-05-02T03:47:14.578Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": 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"2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Unisex Adult Sport Low Sneakers" }, { "price": "$70.00" }, { "bullet_list": "Rubber sole Sole made with ETHOS-verified, regeneratively grown rubber, Cushioned collar, Logo patch at tongue Round toe" }, { "asin": "B0D9HSZQNF" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Turtledove" } ], "promotion_items": [ {"title": "VEJA Men's Campo Sneaker, Chrome Free/Extra White/Khaki, 10", "asin": "B08L3H81TQ", "price": "$112.00", "quantity": ""}, {"title": "Veja Women's Campo Sneakers, Extra White/Khaki, 5 Medium US", "asin": "B08L3HVDMD", "price": "$160.00", "quantity": ""}, {"title": "Men's Mercurial Vapor II SG Football Boots", "asin": "B0DJL9ZF3W", "price": "$95.06", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Superga Unisex 2750 Cotu Classic Sneaker,White,37 EU (Women's 6.5 M US/Men's 5 M)", "asin": "B001GIP19K", "price": "$52.50", "quantity": ""}, {"title": "Reebok Unisex Court Advance Sneaker, Core Black/Footwear White Gum, 11.5 US Men", "asin": "B09ZJKCSGK", "price": "$45.07", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Vans Unisex Slip-On Stackform Sneaker, Marshmallow/Turtledove 1, 9.5 US Men", "asin": "B0CDJ9QH4C", "price": "$70.00", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(green08.5)", "asin": "B0C4YGY9BN", "price": "$24.69", "quantity": ""}, {"title": "Reebok Men's Club C 85 Tennis Fashion-Sneakers, White/Navy Blue, 9.5", "asin": "B01GRV5GXQ", "price": "$72.11", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "VANS Classic Slip Ons Skate Shoes Sneakers Canvas Surf True White 8 Men 9.5 Women", "asin": "B000K7FTTK", "price": "$55.00", "quantity": ""}, {"title": "Vans Unisex's Gymnastics Shoes Sneaker, White True White, 37 EU", "asin": "B0020MMHBG", "price": "$70.00", "quantity": ""}, {"title": "Vans Men's Sneakers Gymnastics Shoe, True White, 11 AU", "asin": "B07D3WHXWL", "price": "$55.00", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:47:14.578Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 860, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Unisex Adult Sport Low Sneakers\"\n},\n {\n \"price\": \"$70.00\"\n},\n {\n \"bullet_list\": \"Rubber sole Sole made with ETHOS-verified, regeneratively grown rubber, Cushioned collar, Logo patch at tongue Round toe\"\n},\n {\n \"asin\": \"B0D9HSZQNF\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Turtledove\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"VEJA Men's Campo Sneaker, Chrome Free/Extra White/Khaki, 10\", \"asin\": \"B08L3H81TQ\", \"price\": \"$112.00\", \"quantity\": \"\"},\n {\"title\": \"Veja Women's Campo Sneakers, Extra White/Khaki, 5 Medium US\", \"asin\": \"B08L3HVDMD\", \"price\": \"$160.00\", \"quantity\": \"\"},\n {\"title\": \"Men's Mercurial Vapor II SG Football Boots\", \"asin\": \"B0DJL9ZF3W\", \"price\": \"$95.06\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Superga Unisex 2750 Cotu Classic Sneaker,White,37 EU (Women's 6.5 M US/Men's 5 M)\", \"asin\": \"B001GIP19K\", \"price\": \"$52.50\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex Court Advance Sneaker, Core Black/Footwear White Gum, 11.5 US Men\", \"asin\": \"B09ZJKCSGK\", \"price\": \"$45.07\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Slip-On Stackform Sneaker, Marshmallow/Turtledove 1, 9.5 US Men\", \"asin\": \"B0CDJ9QH4C\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(green08.5)\", \"asin\": \"B0C4YGY9BN\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Reebok Men's Club C 85 Tennis Fashion-Sneakers, White/Navy Blue, 9.5\", \"asin\": \"B01GRV5GXQ\", \"price\": \"$72.11\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"VANS Classic Slip Ons Skate Shoes Sneakers Canvas Surf True White 8 Men 9.5 Women\", \"asin\": \"B000K7FTTK\", \"price\": \"$55.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex's Gymnastics Shoes Sneaker, White True White, 37 EU\", \"asin\": \"B0020MMHBG\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Sneakers Gymnastics Shoe, True White, 11 AU\", \"asin\": \"B07D3WHXWL\", \"price\": \"$55.00\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:47:14.578Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:47:33.695Z
click
page_related
rule
2025-05-02T03:47:33.695Z
train
861
2025-05-02T03:47:33.695Z
click
page_related
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Unisex Adult Sport Low Sneakers" }, { "price": "$70.00" }, { "asin": "B0D98SR5F8" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "13 Women/11.5 Men" }, { "Color": "Turtledove" } ], "promotion_items": [ {"title": "Womens Walking Sneakers Fashion Trainers Running Tennis Shoes Athletic Sport Jogging Gym Breathable Soft Sole Work Shoes Beige 7", "asin": "B0B4MM8CGX", "price": "$29.99", "quantity": ""}, {"title": "Reebok Unisex Glide Sneaker, Chalk/Classic Beige/Soft Blue, 10.5 US Women", "asin": "B0CQXWRGDM", "price": "$49.00", "quantity": ""}, {"title": "Men's Mercurial Vapor II SG Football Boots", "asin": "B0DJL9ZF3W", "price": "$95.06", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "VEJA Men's Campo Sneaker, Chrome Free/Extra White/Khaki, 10", "asin": "B08L3H81TQ", "price": "$112.00", "quantity": ""}, {"title": "Veja Women's Campo Sneakers, Extra White/Khaki, 5 Medium US", "asin": "B08L3HVDMD", "price": "$160.00", "quantity": ""}, {"title": "Vans Men's Sneakers Gymnastics Shoe, True White, 11 AU", "asin": "B07D3WHXWL", "price": "$55.00", "quantity": ""}, {"title": "Vans Unisex Slip-On Stackform Sneaker, Marshmallow/Turtledove 1, 9.5 US Men", "asin": "B0CDJ9QH4C", "price": "$70.00", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(Wine red09.5)", "asin": "B0C4YFWPVG", "price": "$24.69", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Vans Unisex's Gymnastics Shoes Sneaker, White True White, 37 EU", "asin": "B0020MMHBG", "price": "$70.00", "quantity": ""}, {"title": "VANS Classic Slip Ons Skate Shoes Sneakers Canvas Surf True White 8 Men 9.5 Women", "asin": "B000K7FTTK", "price": "$55.00", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes For Men | Everyday Men Footwear, White, 7.5", "asin": "B07PNJKWCJ", "price": "$24.98", "quantity": ""}, {"title": "Vans Unisex Low Top Trainers, Black/Black, 14 US Men", "asin": "B000NSKN24", "price": "$85.00", "quantity": ""}, {"title": "Vans Men's Bearcat Trainer, Burgundy, US:5.5", "asin": "B001DCZAPO", "price": "$55.00", "quantity": ""}, {"title": "Kizik Athens White Wide M11 / W12.5 Slip-On Sneakers, Casual Shoes for Women and Men, Comfortable Womens and Mens Shoes for Work, Walking, The Office, and More, Womens and Mens Slip on Sneakers", "asin": "B0BZTDLB1R", "price": "$129.00", "quantity": ""}, {"title": "Veja Women Volley Sneakers White - Pekin - bark 5 US", "asin": "B0CYJYQ39X", "price": "$145.00", "quantity": ""}, {"title": "Vans Unisex's Gymnastics Shoes Sneaker, White True White, 37 EU", "asin": "B0020MMHBG", "price": "$70.00", "quantity": ""}, {"title": "Reebok Men's Club C 85 Tennis Sneaker, White/Green, 7", "asin": "B01GRV73WI", "price": "$59.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(Canvas navy09.5)", "asin": "B09MKC69BQ", "price": "$24.69", "quantity": ""}, {"title": "Vans Men's Sneakers Gymnastics Shoe, True White, 11 AU", "asin": "B07D3WHXWL", "price": "$55.00", "quantity": ""}, {"title": "Vans Unisex's Gymnastics Shoes Sneaker, White True White, 37 EU", "asin": "B0020MMHBG", "price": "$70.00", "quantity": ""}, {"title": "VANS Classic Slip Ons Skate Shoes Sneakers Canvas Surf True White 8 Men 9.5 Women", "asin": "B000K7FTTK", "price": "$55.00", "quantity": ""}, {"title": "Vans Unisex Slip-On Stackform Sneaker, Marshmallow/Turtledove 1, 9 US Men", "asin": "B0CDJH9W3Q", "price": "$70.00", "quantity": ""}, {"title": "Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men", "asin": "B0D98RH275", "price": "$85.00", "quantity": ""}, {"title": "Obtaom Slip On Shoes Canvas Slip On Sneakers Comfy Arch Support Loafers Casual Canvas Fashion Sneaker(Pink,12 Women/10 Men)", "asin": "B0D66ZC1XR", "price": "$25.99", "quantity": ""}, {"title": "GOTTA FLURT Women's Classic II Canvas Casual Sneaker (Grey, Numeric_8)", "asin": "B01C4A9GJE", "price": "$22.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:47:33.695Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "index": 861, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Unisex Adult Sport Low Sneakers\"\n},\n {\n \"price\": \"$70.00\"\n},\n {\n \"asin\": \"B0D98SR5F8\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"13 Women/11.5 Men\"\n},\n {\n \"Color\": \"Turtledove\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Womens Walking Sneakers Fashion Trainers Running Tennis Shoes Athletic Sport Jogging Gym Breathable Soft Sole Work Shoes Beige 7\", \"asin\": \"B0B4MM8CGX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex Glide Sneaker, Chalk/Classic Beige/Soft Blue, 10.5 US Women\", \"asin\": \"B0CQXWRGDM\", \"price\": \"$49.00\", \"quantity\": \"\"},\n {\"title\": \"Men's Mercurial Vapor II SG Football Boots\", \"asin\": \"B0DJL9ZF3W\", \"price\": \"$95.06\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"VEJA Men's Campo Sneaker, Chrome Free/Extra White/Khaki, 10\", \"asin\": \"B08L3H81TQ\", \"price\": \"$112.00\", \"quantity\": \"\"},\n {\"title\": \"Veja Women's Campo Sneakers, Extra White/Khaki, 5 Medium US\", \"asin\": \"B08L3HVDMD\", \"price\": \"$160.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Sneakers Gymnastics Shoe, True White, 11 AU\", \"asin\": \"B07D3WHXWL\", \"price\": \"$55.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Slip-On Stackform Sneaker, Marshmallow/Turtledove 1, 9.5 US Men\", \"asin\": \"B0CDJ9QH4C\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(Wine red09.5)\", \"asin\": \"B0C4YFWPVG\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex's Gymnastics Shoes Sneaker, White True White, 37 EU\", \"asin\": \"B0020MMHBG\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"VANS Classic Slip Ons Skate Shoes Sneakers Canvas Surf True White 8 Men 9.5 Women\", \"asin\": \"B000K7FTTK\", \"price\": \"$55.00\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes For Men | Everyday Men Footwear, White, 7.5\", \"asin\": \"B07PNJKWCJ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Low Top Trainers, Black/Black, 14 US Men\", \"asin\": \"B000NSKN24\", \"price\": \"$85.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Bearcat Trainer, Burgundy, US:5.5\", \"asin\": \"B001DCZAPO\", \"price\": \"$55.00\", \"quantity\": \"\"},\n {\"title\": \"Kizik Athens White Wide M11 / W12.5 Slip-On Sneakers, Casual Shoes for Women and Men, Comfortable Womens and Mens Shoes for Work, Walking, The Office, and More, Womens and Mens Slip on Sneakers\", \"asin\": \"B0BZTDLB1R\", \"price\": \"$129.00\", \"quantity\": \"\"},\n {\"title\": \"Veja Women Volley Sneakers White - Pekin - bark 5 US\", \"asin\": \"B0CYJYQ39X\", \"price\": \"$145.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex's Gymnastics Shoes Sneaker, White True White, 37 EU\", \"asin\": \"B0020MMHBG\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Reebok Men's Club C 85 Tennis Sneaker, White/Green, 7\", \"asin\": \"B01GRV73WI\", \"price\": \"$59.97\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(Canvas navy09.5)\", \"asin\": \"B09MKC69BQ\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Sneakers Gymnastics Shoe, True White, 11 AU\", \"asin\": \"B07D3WHXWL\", \"price\": \"$55.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex's Gymnastics Shoes Sneaker, White True White, 37 EU\", \"asin\": \"B0020MMHBG\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"VANS Classic Slip Ons Skate Shoes Sneakers Canvas Surf True White 8 Men 9.5 Women\", \"asin\": \"B000K7FTTK\", \"price\": \"$55.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Slip-On Stackform Sneaker, Marshmallow/Turtledove 1, 9 US Men\", \"asin\": \"B0CDJH9W3Q\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men\", \"asin\": \"B0D98RH275\", \"price\": \"$85.00\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Slip On Shoes Canvas Slip On Sneakers Comfy Arch Support Loafers Casual Canvas Fashion Sneaker(Pink,12 Women/10 Men)\", \"asin\": \"B0D66ZC1XR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"GOTTA FLURT Women's Classic II Canvas Casual Sneaker (Grey, Numeric_8)\", \"asin\": \"B01C4A9GJE\", \"price\": \"$22.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:47:33.695Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:47:38.376Z
click
page_related
rule
2025-05-02T03:47:38.376Z
train
862
2025-05-02T03:47:38.376Z
click
page_related
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": 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{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": 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"2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar" }, { "asin": "B0D6BYTC13" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Vans Sport Low Sneakers, Turtledove, Off White, 9.5 US Women/8 US Men", "asin": "B0D9HSZQNF", "price": "$70.00", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,6.5)", "asin": "B0CP721HJR", "price": "$21.99", "quantity": ""}, {"title": "Vans Men's Bearcat Trainer, Burgundy, US:5.5", "asin": "B001DCZAPO", "price": "$55.00", "quantity": ""}, {"title": "Women's Play Fashion Sneaker White Linen and Leopard Canvas Slip on Shoes (Grey US9)", "asin": "B08GF9CCTK", "price": "$23.99", "quantity": ""}, {"title": "Womens White Canvas Sneakers Low Top Slip on Shoes Lightweight Casual Tennis Shoes(Full Black.US7)", "asin": "B0B63JH2XT", "price": "$18.49", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:47:38.376Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "index": 862, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Vans Sport Low Sneakers, Turtledove, Off White, 9.5 US Women/8 US Men\", \"asin\": \"B0D9HSZQNF\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,6.5)\", \"asin\": \"B0CP721HJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Bearcat Trainer, Burgundy, US:5.5\", \"asin\": \"B001DCZAPO\", \"price\": \"$55.00\", \"quantity\": \"\"},\n {\"title\": \"Women's Play Fashion Sneaker White Linen and Leopard Canvas Slip on Shoes (Grey US9)\", \"asin\": \"B08GF9CCTK\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Womens White Canvas Sneakers Low Top Slip on Shoes Lightweight Casual Tennis Shoes(Full Black.US7)\", \"asin\": \"B0B63JH2XT\", \"price\": \"$18.49\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:47:38.376Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:47:43.156Z
click
page_related
rule
2025-05-02T03:47:43.156Z
train
863
2025-05-02T03:47:43.156Z
click
page_related
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": 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"2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar" }, { "asin": "B0D6BYTC13" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men", "asin": "B0D98RH275", "price": "$85.00", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Black Shoes Loafers for Women Fashion Red Sneaker Shoes(Red,US5.5", "asin": "B0BK93G7SV", "price": "$25.99", "quantity": ""}, {"title": "Cull4U Women's Classic Slip On Trainer Shoes (8.5 M US,Leopard)", "asin": "B08KLPY964", "price": "$26.99", "quantity": ""}, {"title": "Vans Mens 106 Vulcanized Dress Blues/Black Men's 4, Women's 5.5 Medium", "asin": "B0059BSQL0", "price": "$43.75", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:47:43.156Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "index": 863, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men\", \"asin\": \"B0D98RH275\", \"price\": \"$85.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Black Shoes Loafers for Women Fashion Red Sneaker Shoes(Red,US5.5\", \"asin\": \"B0BK93G7SV\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Cull4U Women's Classic Slip On Trainer Shoes (8.5 M US,Leopard)\", \"asin\": \"B08KLPY964\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Mens 106 Vulcanized Dress Blues/Black Men's 4, Women's 5.5 Medium\", \"asin\": \"B0059BSQL0\", \"price\": \"$43.75\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:47:43.156Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:47:45.043Z
click
page_related
rule
2025-05-02T03:47:45.043Z
train
864
2025-05-02T03:47:45.043Z
click
page_related
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar" }, { "asin": "B0D6BYTC13" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Converse Chuck 70 Low Unisex Sneaker's, Prism Green/Egret/Black, Size 3M/5W", "asin": "B0DHW63QMY", "price": "$79.97", "quantity": ""}, {"title": "Converse Chuck Taylor All Star High Unisex Sneakers, Amber Brew/White/Black, Size 4.5M/6.5W", "asin": "B0DN7N5XM5", "price": "$99.97", "quantity": ""}, {"title": "Vans Unisex Sk8-hi Hi-Top Trainers, Black Black WHI, 8 US", "asin": "B07822SSYM", "price": "$75.00", "quantity": ""}, {"title": "Vans Sentry Sk8-Hi Unisex Shoes Size 8.5, Color: Dusty Rose", "asin": "B09MZ2RYQK", "price": "$69.05", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:47:45.043Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "index": 864, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Converse Chuck 70 Low Unisex Sneaker's, Prism Green/Egret/Black, Size 3M/5W\", \"asin\": \"B0DHW63QMY\", \"price\": \"$79.97\", \"quantity\": \"\"},\n {\"title\": \"Converse Chuck Taylor All Star High Unisex Sneakers, Amber Brew/White/Black, Size 4.5M/6.5W\", \"asin\": \"B0DN7N5XM5\", \"price\": \"$99.97\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Sk8-hi Hi-Top Trainers, Black Black WHI, 8 US\", \"asin\": \"B07822SSYM\", \"price\": \"$75.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Sentry Sk8-Hi Unisex Shoes Size 8.5, Color: Dusty Rose\", \"asin\": \"B09MZ2RYQK\", \"price\": \"$69.05\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:47:45.043Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:47:48.295Z
click
page_related
rule
2025-05-02T03:47:48.295Z
train
865
2025-05-02T03:47:48.295Z
click
page_related
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": 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{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar" }, { "asin": "B0D6BYTC13" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk08)", "asin": "B0B3QLJ3ZS", "price": "$24.69", "quantity": ""}, {"title": "Vans Sentry Sk8-Hi Unisex Shoes Size 8, Color: Dusty Rose", "asin": "B0CHQPCZDY", "price": "$69.05", "quantity": ""}, {"title": "Vans Iso 1.5 Mesh Unisex Shoes Size 7, Color: Pink", "asin": "B08DZBPJ73", "price": "$55.06", "quantity": ""}, {"title": "Vans Unisex's Low-Top Trainers, White Classic True Vnvng, 38/39", "asin": "B07H5N5V6Y", "price": "$54.76", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:47:48.295Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "index": 865, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk08)\", \"asin\": \"B0B3QLJ3ZS\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Vans Sentry Sk8-Hi Unisex Shoes Size 8, Color: Dusty Rose\", \"asin\": \"B0CHQPCZDY\", \"price\": \"$69.05\", \"quantity\": \"\"},\n {\"title\": \"Vans Iso 1.5 Mesh Unisex Shoes Size 7, Color: Pink\", \"asin\": \"B08DZBPJ73\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex's Low-Top Trainers, White Classic True Vnvng, 38/39\", \"asin\": \"B07H5N5V6Y\", \"price\": \"$54.76\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:47:48.295Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:47:54.777Z
click
page_related
rule
2025-05-02T03:47:54.777Z
train
866
2025-05-02T03:47:54.777Z
click
page_related
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", 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"2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar" }, { "asin": "B0D6BYTC13" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Obtaom Women Platform Canvas Sneakers White Comfort Play Fashion Sneakers Casual Lift Platform Lace Up Shoes Cute Low Top Walking Shoes for Lady(Black,US7)", "asin": "B0C859B12S", "price": "$25.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "ZGR Mens Classic Casual Shoes,Lace-up Fashion Sneakers,Low Top Canvas Shoes for Men(White.US9.5)", "asin": "B0CNGZXHBM", "price": "$23.99", "quantity": ""}, {"title": "SERNIAL Women's White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US7)", "asin": "B0BW8MDTGY", "price": "$23.39", "quantity": ""}, {"title": "Vans Men's Slip On Trainers, Off White Canvas Gold Heart Q5f, 6.5", "asin": "B078W2RHBY", "price": "$49.53", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:47:54.777Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "index": 866, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Platform Canvas Sneakers White Comfort Play Fashion Sneakers Casual Lift Platform Lace Up Shoes Cute Low Top Walking Shoes for Lady(Black,US7)\", \"asin\": \"B0C859B12S\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"ZGR Mens Classic Casual Shoes,Lace-up Fashion Sneakers,Low Top Canvas Shoes for Men(White.US9.5)\", \"asin\": \"B0CNGZXHBM\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Women's White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US7)\", \"asin\": \"B0BW8MDTGY\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Slip On Trainers, Off White Canvas Gold Heart Q5f, 6.5\", \"asin\": \"B078W2RHBY\", \"price\": \"$49.53\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:47:54.777Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:48:18.313Z
click
page_related
rule
2025-05-02T03:48:18.313Z
train
867
2025-05-02T03:48:18.313Z
click
page_related
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": 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"2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar" }, { "asin": "B0D6BYTC13" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Men's Slip On Trainers, Off White Canvas Gold Heart Q5f, 9.5", "asin": "B078W3P2PR", "price": "$49.53", "quantity": ""}, {"title": "adidas Men's Vl Court 3.0 Sneaker, Preloved Green/Black/Off White, 9", "asin": "B0CKMMJWXL", "price": "$54.45", "quantity": ""}, {"title": "Vans Unisex-Adult Era\u00bf Core Classics, Black/Teal, 3.5 UK, Black Teal, 4.5", "asin": "B09SP9Y6XB", "price": "$58.33", "quantity": ""}, {"title": "Vaneli Women's Qerene Sneaker, Black Suede, 11", "asin": "B0CW7CNT4H", "price": "$174.95", "quantity": ""}, {"title": "Vintage Style Street-Inspired Men's Canvas Skate Shoes - Distressed Solid Color Lace-Up Low Top Sneakers for Casual, Daily Wear - All-season Fabric Lined Rubber Sole Skateboarding Shoes with Round Toe (Army Green,7.5)", "asin": "B0DPL6KFHQ", "price": "$52.88", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:48:18.313Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "index": 867, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", 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\"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Slip On Trainers, Off White Canvas Gold Heart Q5f, 9.5\", \"asin\": \"B078W3P2PR\", \"price\": \"$49.53\", \"quantity\": \"\"},\n {\"title\": \"adidas Men's Vl Court 3.0 Sneaker, Preloved Green/Black/Off White, 9\", \"asin\": \"B0CKMMJWXL\", \"price\": \"$54.45\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex-Adult Era\\u00bf Core Classics, Black/Teal, 3.5 UK, Black Teal, 4.5\", \"asin\": \"B09SP9Y6XB\", \"price\": \"$58.33\", \"quantity\": \"\"},\n {\"title\": \"Vaneli Women's Qerene Sneaker, Black Suede, 11\", \"asin\": \"B0CW7CNT4H\", \"price\": \"$174.95\", \"quantity\": \"\"},\n {\"title\": \"Vintage Style Street-Inspired Men's Canvas Skate Shoes - Distressed Solid Color Lace-Up Low Top Sneakers for Casual, Daily Wear - All-season Fabric Lined Rubber Sole Skateboarding Shoes with Round Toe (Army Green,7.5)\", \"asin\": \"B0DPL6KFHQ\", \"price\": \"$52.88\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:18.313Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:48:19.825Z
click
page_related
rule
2025-05-02T03:48:19.825Z
train
868
2025-05-02T03:48:19.825Z
click
page_related
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", 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"2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar" }, { "asin": "B0D6BYTC13" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US8", "asin": "B09YLQWKML", "price": "$19.99", "quantity": ""}, {"title": "Cull4U Women's Laid Back Low-Top Sneaker Shoe (7.5 M US,Black)", "asin": "B089P13PFX", "price": "$26.99", "quantity": ""}, {"title": "Vans Men's Modern, Black Teal, 5.5", "asin": "B09SNZRJYC", "price": "$58.33", "quantity": ""}, {"title": "SERNIAL Women's White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8)", "asin": "B0BW8KKPQH", "price": "$23.39", "quantity": ""}, {"title": "Vans Women's Hi-Top Trainers, Real White, 11 Women/9.5 Men, 8.5/10 UK, 10 UK Men/8.5 UK Women", "asin": "B0CHQLZ1N9", "price": "$63.69", "quantity": ""}, {"title": "Vans Sk8-Hi Unisex Shoes Size 4.5, Color: Mix/True White", "asin": "B096FHQ21C", "price": "$55.65", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:48:19.825Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "index": 868, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US8\", \"asin\": \"B09YLQWKML\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Cull4U Women's Laid Back Low-Top Sneaker Shoe (7.5 M US,Black)\", \"asin\": \"B089P13PFX\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Modern, Black Teal, 5.5\", \"asin\": \"B09SNZRJYC\", \"price\": \"$58.33\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Women's White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8)\", \"asin\": \"B0BW8KKPQH\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Hi-Top Trainers, Real White, 11 Women/9.5 Men, 8.5/10 UK, 10 UK Men/8.5 UK Women\", \"asin\": \"B0CHQLZ1N9\", \"price\": \"$63.69\", \"quantity\": \"\"},\n {\"title\": \"Vans Sk8-Hi Unisex Shoes Size 4.5, Color: Mix/True White\", \"asin\": \"B096FHQ21C\", \"price\": \"$55.65\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:19.825Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:48:20.859Z
click
page_related
rule
2025-05-02T03:48:20.859Z
train
869
2025-05-02T03:48:20.859Z
click
page_related
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar" }, { "asin": "B0D6BYTC13" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Converse Women's Chuck 70 Sneakers, Desert Cargo/EGRET/Black, Brown, 10 Medium US", "asin": "B09NXL42W7", "price": "$90.00", "quantity": ""}, {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 11", "asin": "B0BWZRL7LT", "price": "$52.99", "quantity": ""}, {"title": "Etnies Men's Barge Plus Low Top Skate Shoe, Warm Grey/Black, 8", "asin": "B0CP2FPTRV", "price": "$52.99", "quantity": ""}, {"title": "Vintage Style Street-Inspired Men's Canvas Skate Shoes - Distressed Solid Color Lace-Up Low Top Sneakers for Casual, Daily Wear - All-season Fabric Lined Rubber Sole Skateboarding Shoes with Round Toe (Army Green,9)", "asin": "B0DPL4K3MH", "price": "$52.88", "quantity": ""}, {"title": "Converse Chuck Taylor All Star Low Women's Sneakers, Lemon Drop/Black/White, Size 6.5", "asin": "B09MSKRKWB", "price": "$99.97", "quantity": ""}, {"title": "Generic Men's Brazilian Casual Sneakers, Olive, Casual Ultra Comfort.(Size 11, 43 Brazil), Khaki/White", "asin": "B0D9ZSJBXP", "price": "$29.99", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:48:20.859Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "index": 869, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Converse Women's Chuck 70 Sneakers, Desert Cargo/EGRET/Black, Brown, 10 Medium US\", \"asin\": \"B09NXL42W7\", \"price\": \"$90.00\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Fader Skate Shoe, Black/Green, 11\", \"asin\": \"B0BWZRL7LT\", \"price\": \"$52.99\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Barge Plus Low Top Skate Shoe, Warm Grey/Black, 8\", \"asin\": \"B0CP2FPTRV\", \"price\": \"$52.99\", \"quantity\": \"\"},\n {\"title\": \"Vintage Style Street-Inspired Men's Canvas Skate Shoes - Distressed Solid Color Lace-Up Low Top Sneakers for Casual, Daily Wear - All-season Fabric Lined Rubber Sole Skateboarding Shoes with Round Toe (Army Green,9)\", \"asin\": \"B0DPL4K3MH\", \"price\": \"$52.88\", \"quantity\": \"\"},\n {\"title\": \"Converse Chuck Taylor All Star Low Women's Sneakers, Lemon Drop/Black/White, Size 6.5\", \"asin\": \"B09MSKRKWB\", \"price\": \"$99.97\", \"quantity\": \"\"},\n {\"title\": \"Generic Men's Brazilian Casual Sneakers, Olive, Casual Ultra Comfort.(Size 11, 43 Brazil), Khaki/White\", \"asin\": \"B0D9ZSJBXP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:20.859Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:48:21.708Z
click
page_related
rule
2025-05-02T03:48:21.708Z
train
870
2025-05-02T03:48:21.708Z
click
page_related
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": 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{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": 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{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": 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"2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar" }, { "asin": "B0D6BYTC13" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Men's Brazilian Casual Sneakers, White, Casual Ultra Comfort. (Size 11, 43 Brazil)", "asin": "B0DD4H6PCG", "price": "$49.90", "quantity": ""}, {"title": "Vans Men's Modern, Black Teal, 6", "asin": "B09SPB5JP8", "price": "$58.33", "quantity": ""}, {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 13", "asin": "B0BWZL3871", "price": "$52.99", "quantity": ""}, {"title": "Converse CTAS Low WMNS Shoes, Royal Flush Pink, Size 8", "asin": "B0DJCB1ZGB", "price": "$79.97", "quantity": ""}, {"title": "Womens Platform Sneakers Breathable Mesh Comfortable Walking Shoes Casual Summer Chunky Sneakers White", "asin": "B0DZHQZD44", "price": "$22.99", "quantity": ""}, {"title": "Vans Unisex Child Authentic - Red - 11", "asin": "B003FZNWMA", "price": "$31.70", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:48:21.708Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "index": 870, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": 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\"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Men's Brazilian Casual Sneakers, White, Casual Ultra Comfort. (Size 11, 43 Brazil)\", \"asin\": \"B0DD4H6PCG\", \"price\": \"$49.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Modern, Black Teal, 6\", \"asin\": \"B09SPB5JP8\", \"price\": \"$58.33\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Fader Skate Shoe, Black/Green, 13\", \"asin\": \"B0BWZL3871\", \"price\": \"$52.99\", \"quantity\": \"\"},\n {\"title\": \"Converse CTAS Low WMNS Shoes, Royal Flush Pink, Size 8\", \"asin\": \"B0DJCB1ZGB\", \"price\": \"$79.97\", \"quantity\": \"\"},\n {\"title\": \"Womens Platform Sneakers Breathable Mesh Comfortable Walking Shoes Casual Summer Chunky Sneakers White\", \"asin\": \"B0DZHQZD44\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Child Authentic - Red - 11\", \"asin\": \"B003FZNWMA\", \"price\": \"$31.70\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:21.708Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:48:22.927Z
click
page_related
rule
2025-05-02T03:48:22.927Z
train
871
2025-05-02T03:48:22.927Z
click
page_related
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": 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"action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar" }, { "asin": "B0D6BYTC13" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 15", "asin": "B0BWZK4HW7", "price": "$52.99", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Vans Men's Modern, Black Teal, 6", "asin": "B09SPCQLL6", "price": "$58.33", "quantity": ""}, {"title": "Women's Simple Platform Sneakers, Casual lace-up Outdoor Shoes, Comfortable Low-top Leather Shoes (White,8)", "asin": "B0DKNWSVKC", "price": "$37.00", "quantity": ""}, {"title": "Men's Breathable Canvas Lace-Up Skate Shoes for All Season (Green,7.5)", "asin": "B0DKJC7R17", "price": "$33.90", "quantity": ""}, {"title": "Vans Sk8-Low Unisex Shoes Mens 8/ Womens 9.5, Color: 2 Tone/Asphalt", "asin": "B09SP4RP99", "price": "$54.76", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:48:22.927Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "index": 871, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Etnies Men's Fader Skate Shoe, Black/Green, 15\", \"asin\": \"B0BWZK4HW7\", \"price\": \"$52.99\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Modern, Black Teal, 6\", \"asin\": \"B09SPCQLL6\", \"price\": \"$58.33\", \"quantity\": \"\"},\n {\"title\": \"Women's Simple Platform Sneakers, Casual lace-up Outdoor Shoes, Comfortable Low-top Leather Shoes (White,8)\", \"asin\": \"B0DKNWSVKC\", \"price\": \"$37.00\", \"quantity\": \"\"},\n {\"title\": \"Men's Breathable Canvas Lace-Up Skate Shoes for All Season (Green,7.5)\", \"asin\": \"B0DKJC7R17\", \"price\": \"$33.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Sk8-Low Unisex Shoes Mens 8/ Womens 9.5, Color: 2 Tone/Asphalt\", \"asin\": \"B09SP4RP99\", \"price\": \"$54.76\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:22.927Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:48:25.088Z
click
page_related
rule
2025-05-02T03:48:25.088Z
train
872
2025-05-02T03:48:25.088Z
click
page_related
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar" }, { "asin": "B0D6BYTC13" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Men's Breathable Canvas Lace-Up Skate Shoes for All Season (Green,9)", "asin": "B0DKJB1NB2", "price": "$33.90", "quantity": ""}, {"title": "Vans Comfycush Authentic Unisex Shoes Mens 7.5/ Womens 9, Color: White/White-White", "asin": "B0B8C742GZ", "price": "$54.76", "quantity": ""}, {"title": "Men's Canvas Low Top Shoes Skate Shoes Fashion Sneakers for Men Comfortable Walking Casual Shoes", "asin": "B0C9ZX3JFF", "price": "$23.99", "quantity": ""}, {"title": "RAYCHY Children's Casual Shoes Boys Breathable Non-Slip Light Sneakers Unisex Luminous Sneakers for Girls Sport Running Shoes(9,Blue)", "asin": "B09JK6N7D2", "price": "$36.99", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans Unisex SK8-Hi Black/Black/White VN000D5IB8C Mens 8.5, Womens 10", "asin": "B01N05QNMH", "price": "$60.71", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:48:25.088Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "index": 872, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Men's Breathable Canvas Lace-Up Skate Shoes for All Season (Green,9)\", \"asin\": \"B0DKJB1NB2\", \"price\": \"$33.90\", \"quantity\": \"\"},\n {\"title\": \"Vans Comfycush Authentic Unisex Shoes Mens 7.5/ Womens 9, Color: White/White-White\", \"asin\": \"B0B8C742GZ\", \"price\": \"$54.76\", \"quantity\": \"\"},\n {\"title\": \"Men's Canvas Low Top Shoes Skate Shoes Fashion Sneakers for Men Comfortable Walking Casual Shoes\", \"asin\": \"B0C9ZX3JFF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"RAYCHY Children's Casual Shoes Boys Breathable Non-Slip Light Sneakers Unisex Luminous Sneakers for Girls Sport Running Shoes(9,Blue)\", \"asin\": \"B09JK6N7D2\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex SK8-Hi Black/Black/White VN000D5IB8C Mens 8.5, Womens 10\", \"asin\": \"B01N05QNMH\", \"price\": \"$60.71\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:25.088Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:48:28.548Z
click
product_option
rule
2025-05-02T03:48:28.548Z
train
873
2025-05-02T03:48:28.548Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": 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{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": 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{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": 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"2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar" }, { "asin": "B0D6BYTC13" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "J. Adams Hero Platform Sneakers for Women - Casual Lace Up Fashion Tennis Shoes - Rainbow - 5.5", "asin": "B074CQCJPT", "price": "$36.99", "quantity": ""}, {"title": "Men's Trendy Solid Skateboard Shoes with Adjustable Lace Non Slip Low Top Comfy for Outdoor Walking Jogging Traveling Spring Summer Autumn (Green,7.5)", "asin": "B0DFC1JXV3", "price": "$33.90", "quantity": ""}, {"title": "DVTENI Unisex-Child Black Boys Girls Shoes Antiskid Tennis Sneakers Outdoor Casual Kids Running Shoes(Toddler/Little Kid/Big Kid)", "asin": "B0D3TR6P95", "price": "$27.99", "quantity": ""}, {"title": "FUNCOO PLUS Kids Toddler Sneakers Girls Boys High Top Canvas Shoes Unisex-Child Casual Shoes, Roar Dinosaur, Todder Size 10", "asin": "B0CTY4581X", "price": "$20.99", "quantity": ""}, {"title": "Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection", "asin": "B07KBFCH1C", "price": "$209.99", "quantity": ""}, {"title": "Vans Kids Baby Boy's Era 59 (Toddler) (Cord & Plaid) Black/Black 6.5 Toddler M", "asin": "B018V1EZY6", "price": "$49.53", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:48:28.548Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 873, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"J. Adams Hero Platform Sneakers for Women - Casual Lace Up Fashion Tennis Shoes - Rainbow - 5.5\", \"asin\": \"B074CQCJPT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Men's Trendy Solid Skateboard Shoes with Adjustable Lace Non Slip Low Top Comfy for Outdoor Walking Jogging Traveling Spring Summer Autumn (Green,7.5)\", \"asin\": \"B0DFC1JXV3\", \"price\": \"$33.90\", \"quantity\": \"\"},\n {\"title\": \"DVTENI Unisex-Child Black Boys Girls Shoes Antiskid Tennis Sneakers Outdoor Casual Kids Running Shoes(Toddler/Little Kid/Big Kid)\", \"asin\": \"B0D3TR6P95\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"FUNCOO PLUS Kids Toddler Sneakers Girls Boys High Top Canvas Shoes Unisex-Child Casual Shoes, Roar Dinosaur, Todder Size 10\", \"asin\": \"B0CTY4581X\", \"price\": \"$20.99\", \"quantity\": \"\"},\n {\"title\": \"Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection\", \"asin\": \"B07KBFCH1C\", \"price\": \"$209.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Kids Baby Boy's Era 59 (Toddler) (Cord & Plaid) Black/Black 6.5 Toddler M\", \"asin\": \"B018V1EZY6\", \"price\": \"$49.53\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:28.548Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:48:40.797Z
click
product_option
rule
2025-05-02T03:48:40.797Z
train
874
2025-05-02T03:48:40.797Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": 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"2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar" }, { "asin": "B0D6BYTC13" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "J. Adams Hero Platform Sneakers for Women - Casual Lace Up Fashion Tennis Shoes - Rainbow - 5.5", "asin": "B074CQCJPT", "price": "$36.99", "quantity": ""}, {"title": "Men's Trendy Solid Skateboard Shoes with Adjustable Lace Non Slip Low Top Comfy for Outdoor Walking Jogging Traveling Spring Summer Autumn (Green,7.5)", "asin": "B0DFC1JXV3", "price": "$33.90", "quantity": ""}, {"title": "DVTENI Unisex-Child Black Boys Girls Shoes Antiskid Tennis Sneakers Outdoor Casual Kids Running Shoes(Toddler/Little Kid/Big Kid)", "asin": "B0D3TR6P95", "price": "$27.99", "quantity": ""}, {"title": "FUNCOO PLUS Kids Toddler Sneakers Girls Boys High Top Canvas Shoes Unisex-Child Casual Shoes, Roar Dinosaur, Todder Size 10", "asin": "B0CTY4581X", "price": "$20.99", "quantity": ""}, {"title": "Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection", "asin": "B07KBFCH1C", "price": "$209.99", "quantity": ""}, {"title": "Vans Kids Baby Boy's Era 59 (Toddler) (Cord & Plaid) Black/Black 6.5 Toddler M", "asin": "B018V1EZY6", "price": "$49.53", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:48:40.797Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 874, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"J. Adams Hero Platform Sneakers for Women - Casual Lace Up Fashion Tennis Shoes - Rainbow - 5.5\", \"asin\": \"B074CQCJPT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Men's Trendy Solid Skateboard Shoes with Adjustable Lace Non Slip Low Top Comfy for Outdoor Walking Jogging Traveling Spring Summer Autumn (Green,7.5)\", \"asin\": \"B0DFC1JXV3\", \"price\": \"$33.90\", \"quantity\": \"\"},\n {\"title\": \"DVTENI Unisex-Child Black Boys Girls Shoes Antiskid Tennis Sneakers Outdoor Casual Kids Running Shoes(Toddler/Little Kid/Big Kid)\", \"asin\": \"B0D3TR6P95\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"FUNCOO PLUS Kids Toddler Sneakers Girls Boys High Top Canvas Shoes Unisex-Child Casual Shoes, Roar Dinosaur, Todder Size 10\", \"asin\": \"B0CTY4581X\", \"price\": \"$20.99\", \"quantity\": \"\"},\n {\"title\": \"Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection\", \"asin\": \"B07KBFCH1C\", \"price\": \"$209.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Kids Baby Boy's Era 59 (Toddler) (Cord & Plaid) Black/Black 6.5 Toddler M\", \"asin\": \"B018V1EZY6\", \"price\": \"$49.53\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:40.797Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:48:49.028Z
click
product_option
rule
2025-05-02T03:48:49.028Z
train
875
2025-05-02T03:48:49.028Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:48:49.028Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 875, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$45.03\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)\", \"asin\": \"B08LSG5V7Z\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green\", \"asin\": \"B0DS1TJXKT\", \"price\": \"$29.40\", \"quantity\": \"\"},\n {\"title\": \"yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)\", \"asin\": \"B0CW14L7SF\", \"price\": \"$28.49\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:49.028Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:48:52.743Z
click
other
rule
2025-05-02T03:48:52.743Z
train
876
2025-05-02T03:48:52.743Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": 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{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": 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"2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:48:52.743Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 876, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", 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\"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$45.03\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)\", \"asin\": \"B08LSG5V7Z\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green\", \"asin\": \"B0DS1TJXKT\", \"price\": \"$29.40\", \"quantity\": \"\"},\n {\"title\": \"yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)\", \"asin\": \"B0CW14L7SF\", \"price\": \"$28.49\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:52.743Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:48:56.127Z
click
product_option
rule
2025-05-02T03:48:56.127Z
train
877
2025-05-02T03:48:56.127Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:48:56.127Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 877, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$45.03\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)\", \"asin\": \"B08LSG5V7Z\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green\", \"asin\": \"B0DS1TJXKT\", \"price\": \"$29.40\", \"quantity\": \"\"},\n {\"title\": \"yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)\", \"asin\": \"B0CW14L7SF\", \"price\": \"$28.49\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:56.127Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:48:58.360Z
click
product_option
rule
2025-05-02T03:48:58.360Z
train
878
2025-05-02T03:48:58.360Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} 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"product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:48:58.360Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 878, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$45.03\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)\", \"asin\": \"B08LSG5V7Z\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green\", \"asin\": \"B0DS1TJXKT\", \"price\": \"$29.40\", \"quantity\": \"\"},\n {\"title\": \"yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)\", \"asin\": \"B0CW14L7SF\", \"price\": \"$28.49\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:58.360Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:49:00.924Z
click
product_option
rule
2025-05-02T03:49:00.924Z
train
879
2025-05-02T03:49:00.924Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B093ZS5N7Y" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\uff08Black 15\uff09", "asin": "B0BKSW3T54", "price": "$46.99", "quantity": ""}, {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 11", "asin": "B0BWZRL7LT", "price": "$52.99", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 9", "asin": "B00ZQHQBU0", "price": "$61.50", "quantity": ""}, {"title": "Etnies Men's Jameson 2 ECO Skate Shoe, Brown/tan/Brown, 9.5 Medium US", "asin": "B07KRYPMZX", "price": "$83.90", "quantity": ""}, {"title": "DEXJEWU Men's Casual Dress Oxfords Business Walking Shoes Comfortable Mesh Work Sneakers, 003 Dark Grey, 8", "asin": "B0CTHVGW7N", "price": "$39.99", "quantity": ""}, {"title": "Josmo Etnies Mens Skateboard Sneakers Active Casual Wear Tennis, Sable Black, 10.5", "asin": "B0DGJ58GBK", "price": "$34.99", "quantity": ""}, {"title": "ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\uff08Fluorescent Green 10.5\uff09", "asin": "B0BKSXJLWW", "price": "$43.69", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 8.5", "asin": "B00ZQHQ8Q2", "price": "$61.50", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:49:00.924Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 879, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B093ZS5N7Y\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\\uff08Black 15\\uff09\", \"asin\": \"B0BKSW3T54\", \"price\": \"$46.99\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Fader Skate Shoe, Black/Green, 11\", \"asin\": \"B0BWZRL7LT\", \"price\": \"$52.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 9\", \"asin\": \"B00ZQHQBU0\", \"price\": \"$61.50\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 ECO Skate Shoe, Brown/tan/Brown, 9.5 Medium US\", \"asin\": \"B07KRYPMZX\", \"price\": \"$83.90\", \"quantity\": \"\"},\n {\"title\": \"DEXJEWU Men's Casual Dress Oxfords Business Walking Shoes Comfortable Mesh Work Sneakers, 003 Dark Grey, 8\", \"asin\": \"B0CTHVGW7N\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Josmo Etnies Mens Skateboard Sneakers Active Casual Wear Tennis, Sable Black, 10.5\", \"asin\": \"B0DGJ58GBK\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\\uff08Fluorescent Green 10.5\\uff09\", \"asin\": \"B0BKSXJLWW\", \"price\": \"$43.69\", \"quantity\": \"\"},\n {\"title\": \"DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 8.5\", \"asin\": \"B00ZQHQ8Q2\", \"price\": \"$61.50\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:49:00.924Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:49:02.144Z
click
product_option
rule
2025-05-02T03:49:02.144Z
train
880
2025-05-02T03:49:02.144Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B093ZS5N7Y" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\uff08Black 15\uff09", "asin": "B0BKSW3T54", "price": "$46.99", "quantity": ""}, {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 11", "asin": "B0BWZRL7LT", "price": "$52.99", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 9", "asin": "B00ZQHQBU0", "price": "$61.50", "quantity": ""}, {"title": "Etnies Men's Jameson 2 ECO Skate Shoe, Brown/tan/Brown, 9.5 Medium US", "asin": "B07KRYPMZX", "price": "$83.90", "quantity": ""}, {"title": "DEXJEWU Men's Casual Dress Oxfords Business Walking Shoes Comfortable Mesh Work Sneakers, 003 Dark Grey, 8", "asin": "B0CTHVGW7N", "price": "$39.99", "quantity": ""}, {"title": "Josmo Etnies Mens Skateboard Sneakers Active Casual Wear Tennis, Sable Black, 10.5", "asin": "B0DGJ58GBK", "price": "$34.99", "quantity": ""}, {"title": "ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\uff08Fluorescent Green 10.5\uff09", "asin": "B0BKSXJLWW", "price": "$43.69", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 8.5", "asin": "B00ZQHQ8Q2", "price": "$61.50", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:49:02.144Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 880, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B093ZS5N7Y\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\\uff08Black 15\\uff09\", \"asin\": \"B0BKSW3T54\", \"price\": \"$46.99\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Fader Skate Shoe, Black/Green, 11\", \"asin\": \"B0BWZRL7LT\", \"price\": \"$52.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 9\", \"asin\": \"B00ZQHQBU0\", \"price\": \"$61.50\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 ECO Skate Shoe, Brown/tan/Brown, 9.5 Medium US\", \"asin\": \"B07KRYPMZX\", \"price\": \"$83.90\", \"quantity\": \"\"},\n {\"title\": \"DEXJEWU Men's Casual Dress Oxfords Business Walking Shoes Comfortable Mesh Work Sneakers, 003 Dark Grey, 8\", \"asin\": \"B0CTHVGW7N\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Josmo Etnies Mens Skateboard Sneakers Active Casual Wear Tennis, Sable Black, 10.5\", \"asin\": \"B0DGJ58GBK\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\\uff08Fluorescent Green 10.5\\uff09\", \"asin\": \"B0BKSXJLWW\", \"price\": \"$43.69\", \"quantity\": \"\"},\n {\"title\": \"DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 8.5\", \"asin\": \"B00ZQHQ8Q2\", \"price\": \"$61.50\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:49:02.144Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:49:03.958Z
click
product_option
rule
2025-05-02T03:49:03.958Z
train
881
2025-05-02T03:49:03.958Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B093ZR4RN9" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\uff08Black 15\uff09", "asin": "B0BKSW3T54", "price": "$46.99", "quantity": ""}, {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 11", "asin": "B0BWZRL7LT", "price": "$52.99", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 9", "asin": "B00ZQHQBU0", "price": "$61.50", "quantity": ""}, {"title": "Etnies Men's Jameson 2 ECO Skate Shoe, Brown/tan/Brown, 9.5 Medium US", "asin": "B07KRYPMZX", "price": "$83.90", "quantity": ""}, {"title": "DEXJEWU Men's Casual Dress Oxfords Business Walking Shoes Comfortable Mesh Work Sneakers, 003 Dark Grey, 8", "asin": "B0CTHVGW7N", "price": "$39.99", "quantity": ""}, {"title": "Josmo Etnies Mens Skateboard Sneakers Active Casual Wear Tennis, Sable Black, 10.5", "asin": "B0DGJ58GBK", "price": "$34.99", "quantity": ""}, {"title": "ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\uff08Fluorescent Green 10.5\uff09", "asin": "B0BKSXJLWW", "price": "$43.69", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 8.5", "asin": "B00ZQHQ8Q2", "price": "$61.50", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:49:03.958Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 881, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B093ZR4RN9\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\\uff08Black 15\\uff09\", \"asin\": \"B0BKSW3T54\", \"price\": \"$46.99\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Fader Skate Shoe, Black/Green, 11\", \"asin\": \"B0BWZRL7LT\", \"price\": \"$52.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 9\", \"asin\": \"B00ZQHQBU0\", \"price\": \"$61.50\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 ECO Skate Shoe, Brown/tan/Brown, 9.5 Medium US\", \"asin\": \"B07KRYPMZX\", \"price\": \"$83.90\", \"quantity\": \"\"},\n {\"title\": \"DEXJEWU Men's Casual Dress Oxfords Business Walking Shoes Comfortable Mesh Work Sneakers, 003 Dark Grey, 8\", \"asin\": \"B0CTHVGW7N\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Josmo Etnies Mens Skateboard Sneakers Active Casual Wear Tennis, Sable Black, 10.5\", \"asin\": \"B0DGJ58GBK\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\\uff08Fluorescent Green 10.5\\uff09\", \"asin\": \"B0BKSXJLWW\", \"price\": \"$43.69\", \"quantity\": \"\"},\n {\"title\": \"DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 8.5\", \"asin\": \"B00ZQHQ8Q2\", \"price\": \"$61.50\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:49:03.958Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:49:04.943Z
click
product_option
rule
2025-05-02T03:49:04.943Z
train
882
2025-05-02T03:49:04.943Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B093ZR4RN9" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 11", "asin": "B0BWZRL7LT", "price": "$52.99", "quantity": ""}, {"title": "DC Men's Court Graffik SQ Low Top Casual Skate Shoe, White/Black/Black, 10", "asin": "B0BMQW56N4", "price": "$69.66", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 9", "asin": "B00ZQHQBU0", "price": "$61.50", "quantity": ""}, {"title": "DC Men's Gaveler Skate Shoe, 14 Black", "asin": "B0CN36Z54J", "price": "$60.00", "quantity": ""}, {"title": "DC Men's Court Graffik SQ Low Top Casual Skate Shoe, White/Black/Black, 13", "asin": "B0BMQV6XWT", "price": "$69.95", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:49:04.943Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 882, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B093ZR4RN9\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Fader Skate Shoe, Black/Green, 11\", \"asin\": \"B0BWZRL7LT\", \"price\": \"$52.99\", \"quantity\": \"\"},\n {\"title\": \"DC Men's Court Graffik SQ Low Top Casual Skate Shoe, White/Black/Black, 10\", \"asin\": \"B0BMQW56N4\", \"price\": \"$69.66\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 9\", \"asin\": \"B00ZQHQBU0\", \"price\": \"$61.50\", \"quantity\": \"\"},\n {\"title\": \"DC Men's Gaveler Skate Shoe, 14 Black\", \"asin\": \"B0CN36Z54J\", \"price\": \"$60.00\", \"quantity\": \"\"},\n {\"title\": \"DC Men's Court Graffik SQ Low Top Casual Skate Shoe, White/Black/Black, 13\", \"asin\": \"B0BMQV6XWT\", \"price\": \"$69.95\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:49:04.943Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:49:06.946Z
click
product_option
rule
2025-05-02T03:49:06.946Z
train
883
2025-05-02T03:49:06.946Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Women's size 7.5 US / Men's size 6 US" }, { "asin": "B093ZRG7PY" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Reebok unisex adult Classic Leather Sneaker, Ftwr White/Pure Grey 3/Reebok Rubber Gum-03, 7 Women 5.5 Men US", "asin": "B093TYW6VJ", "price": "$80.00", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Cull4U Unisex-Adult Freeness High-Top Sneaker Shoe (Womens12.5Mens11,Camel)", "asin": "B0DPMMJ2CX", "price": "$29.99", "quantity": ""}, {"title": "Lugz Men's Flip Shoe, White, 12 D US", "asin": "B07HQWJNDV", "price": "$23.32", "quantity": ""}, {"title": "Cull4U Unisex NewRetro Low-Top Sneaker Shoe (Womens12.5Mens11,Black)", "asin": "B0DJJY29ZK", "price": "$26.99", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "VANELi Queen (Beige Nival, US Footwear Size System, Adult, Women, Numeric, Narrow, 7.5)", "asin": "B0D1GRZBVT", "price": "$174.95", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:49:06.946Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 883, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Women's size 7.5 US / Men's size 6 US\"\n},\n {\n \"asin\": \"B093ZRG7PY\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Reebok unisex adult Classic Leather Sneaker, Ftwr White/Pure Grey 3/Reebok Rubber Gum-03, 7 Women 5.5 Men US\", \"asin\": \"B093TYW6VJ\", \"price\": \"$80.00\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Cull4U Unisex-Adult Freeness High-Top Sneaker Shoe (Womens12.5Mens11,Camel)\", \"asin\": \"B0DPMMJ2CX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz Men's Flip Shoe, White, 12 D US\", \"asin\": \"B07HQWJNDV\", \"price\": \"$23.32\", \"quantity\": \"\"},\n {\"title\": \"Cull4U Unisex NewRetro Low-Top Sneaker Shoe (Womens12.5Mens11,Black)\", \"asin\": \"B0DJJY29ZK\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"VANELi Queen (Beige Nival, US Footwear Size System, Adult, Women, Numeric, Narrow, 7.5)\", \"asin\": \"B0D1GRZBVT\", \"price\": \"$174.95\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:49:06.946Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:49:11.193Z
click
product_option
rule
2025-05-02T03:49:11.193Z
train
884
2025-05-02T03:49:11.193Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Women's size 7.5 US / Men's size 6 US" }, { "asin": "B093ZRG7PY" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "Reebok unisex adult Classic Leather Sneaker, Ftwr White/Pure Grey 3/Reebok Rubber Gum-03, 7 Women 5.5 Men US", "asin": "B093TYW6VJ", "price": "$80.00", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Cull4U Unisex-Adult Freeness High-Top Sneaker Shoe (Womens12.5Mens11,Camel)", "asin": "B0DPMMJ2CX", "price": "$29.99", "quantity": ""}, {"title": "Lugz Men's Flip Shoe, White, 12 D US", "asin": "B07HQWJNDV", "price": "$23.32", "quantity": ""}, {"title": "Cull4U Unisex NewRetro Low-Top Sneaker Shoe (Womens12.5Mens11,Black)", "asin": "B0DJJY29ZK", "price": "$26.99", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "VANELi Queen (Beige Nival, US Footwear Size System, Adult, Women, Numeric, Narrow, 7.5)", "asin": "B0D1GRZBVT", "price": "$174.95", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:49:11.193Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 884, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Women's size 7.5 US / Men's size 6 US\"\n},\n {\n \"asin\": \"B093ZRG7PY\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Reebok unisex adult Classic Leather Sneaker, Ftwr White/Pure Grey 3/Reebok Rubber Gum-03, 7 Women 5.5 Men US\", \"asin\": \"B093TYW6VJ\", \"price\": \"$80.00\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Cull4U Unisex-Adult Freeness High-Top Sneaker Shoe (Womens12.5Mens11,Camel)\", \"asin\": \"B0DPMMJ2CX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz Men's Flip Shoe, White, 12 D US\", \"asin\": \"B07HQWJNDV\", \"price\": \"$23.32\", \"quantity\": \"\"},\n {\"title\": \"Cull4U Unisex NewRetro Low-Top Sneaker Shoe (Womens12.5Mens11,Black)\", \"asin\": \"B0DJJY29ZK\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n {\"title\": \"VANELi Queen (Beige Nival, US Footwear Size System, Adult, Women, Numeric, Narrow, 7.5)\", \"asin\": \"B0D1GRZBVT\", \"price\": \"$174.95\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:49:11.193Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:49:37.646Z
click
product_option
rule
2025-05-02T03:49:37.646Z
train
885
2025-05-02T03:49:37.646Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6 Women/4.5 Men" }, { "Color": "Vans Yacht Club Blue Green Yellow" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:49:37.646Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 885, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6 Women/4.5 Men\"\n},\n {\n \"Color\": \"Vans Yacht Club Blue Green Yellow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$45.03\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)\", \"asin\": \"B08LSG5V7Z\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green\", \"asin\": \"B0DS1TJXKT\", \"price\": \"$29.40\", \"quantity\": \"\"},\n {\"title\": \"yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)\", \"asin\": \"B0CW14L7SF\", \"price\": \"$28.49\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:49:37.646Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:50:56.470Z
click
review
rule
2025-05-02T03:50:56.470Z
train
886
2025-05-02T03:50:56.470Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Keds Women's Champion Leather Lace Up Sneaker" }, { "price": "$65.13" }, { "bullet_list": "TIMELESS STYLE \u2013 Confidently step out in style with the iconic Keds Champion Lace Up Leather Sneakers for women. Whether you\u2019re at work or running errands, the leather upper on these lace up blush sneakers for women provide the perfect fit. ALL-DAY COMFORT \u2013 With a soft, breathable twill lining, these women\u2019s Keds sneakers ensure your feet stay comfortable all day long. Plus, the flexible rubber outsole on these blush Keds offer maximum traction and stability while walking. VERSATILE DESIGN - Effortlessly dress up or down every outfit, thanks to the versatile footwear design. Our blush leather sneakers for women offer superior support for your feet with a 10% recycled PU foam Softerra footbed, so you can keep going. DURABLE QUALITY \u2013 Made with quality materials, our leather shoes are built to last. These Keds sneakers for women have a cushioned Ortholite insole that helps to move moisture away from your feet to keep them cool & dry. Care is easy: spot wash & air dry. WEAR YOURS - The very definition of a classic sneaker, the Keds Champion Sneaker has been a wardrobe staple since its debut in 1916. With its goes-with-everything style and up-for-everything comfort, it\u2019s the kind of sneaker you reach for again and again." }, { "asin": "B0BGJPY692" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "6" }, { "Color": "Blush Premium Leather" } ], "promotion_items": [ {"title": "Obtaom Womens Canvas Fashion Sneakers Cute Low Top Shoes Comfortable Canvas walking Flats for Lady(White/White US6)", "asin": "B0CWQ9XCHV", "price": "$19.99", "quantity": ""}, {"title": "Obtaom Women's Play Fashion Sneaker Coral Pink Comfortable Walking Shoes Sweet Pink Canvas Slip on Shoes(Pink US5)", "asin": "B094K3PDQ8", "price": "$21.99", "quantity": ""}, {"title": "TRETORN Women's Marleyhi2", "asin": "B01N07FPDV", "price": "$40.89", "quantity": ""}, {"title": "Lacoste Women's Carnaby Set Sneaker", "asin": "B0D98WKRQH", "price": "$80.00", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, White/White, 7.5", "asin": "B08Z6ZHG7H", "price": "$99.95", "quantity": ""}, {"title": "Trotters Women's Loafer/Slipon", "asin": "B08P9FJLMV", "price": "$56.60", "quantity": ""}, {"title": "Keds Courty Core Lace Up, Sneaker Womens, Navy Canvas, 8 Medium", "asin": "B07DRDZKTV", "price": "$38.36", "quantity": ""}, {"title": "Keds Women's Triple Kick Canvas Sneaker, Burgundy Bottom Foxing Stripe, 5", "asin": "B0CNV48RYV", "price": "$49.99", "quantity": ""}, {"title": "Womens Classic Canvas Sneakers,Low Top Canvas Shoes,Lightweight Casual Canvas Sneakers(Light Grey US6)", "asin": "B0DCJKN9P6", "price": "$20.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Keds Women's Champion Canvas Lace Up Sneaker, Crochet Cream, 7.5 Wide", "asin": "B0C3SSWQND", "price": "$53.99", "quantity": ""}, {"title": "LUCKY STEP Women Classic Retro Gum Sole Fashion Sneakers Casual Tennis Skate Shoe Genuine Leather Walking Footwear Anti Slip Trainers(Gold,9)", "asin": "B0CZ95XGHV", "price": "$36.99", "quantity": ""}, {"title": "Keds Women's Champion Point Low Fashion Sneaker, White Canvas, 5.5", "asin": "B0D96ZNYY9", "price": "$36.00", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:50:56.470Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 886, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": 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\"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Keds Women's Champion Leather Lace Up Sneaker\"\n},\n {\n \"price\": \"$65.13\"\n},\n {\n \"bullet_list\": \"TIMELESS STYLE \\u2013 Confidently step out in style with the iconic Keds Champion Lace Up Leather Sneakers for women. Whether you\\u2019re at work or running errands, the leather upper on these lace up blush sneakers for women provide the perfect fit. ALL-DAY COMFORT \\u2013 With a soft, breathable twill lining, these women\\u2019s Keds sneakers ensure your feet stay comfortable all day long. Plus, the flexible rubber outsole on these blush Keds offer maximum traction and stability while walking. VERSATILE DESIGN - Effortlessly dress up or down every outfit, thanks to the versatile footwear design. Our blush leather sneakers for women offer superior support for your feet with a 10% recycled PU foam Softerra footbed, so you can keep going. DURABLE QUALITY \\u2013 Made with quality materials, our leather shoes are built to last. These Keds sneakers for women have a cushioned Ortholite insole that helps to move moisture away from your feet to keep them cool & dry. Care is easy: spot wash & air dry. WEAR YOURS - The very definition of a classic sneaker, the Keds Champion Sneaker has been a wardrobe staple since its debut in 1916. With its goes-with-everything style and up-for-everything comfort, it\\u2019s the kind of sneaker you reach for again and again.\"\n},\n {\n \"asin\": \"B0BGJPY692\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Blush Premium Leather\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Obtaom Womens Canvas Fashion Sneakers Cute Low Top Shoes Comfortable Canvas walking Flats for Lady(White/White US6)\", \"asin\": \"B0CWQ9XCHV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women's Play Fashion Sneaker Coral Pink Comfortable Walking Shoes Sweet Pink Canvas Slip on Shoes(Pink US5)\", \"asin\": \"B094K3PDQ8\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"TRETORN Women's Marleyhi2\", \"asin\": \"B01N07FPDV\", \"price\": \"$40.89\", \"quantity\": \"\"},\n {\"title\": \"Lacoste Women's Carnaby Set Sneaker\", \"asin\": \"B0D98WKRQH\", \"price\": \"$80.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, White/White, 7.5\", \"asin\": \"B08Z6ZHG7H\", \"price\": \"$99.95\", \"quantity\": \"\"},\n {\"title\": \"Trotters Women's Loafer/Slipon\", \"asin\": \"B08P9FJLMV\", \"price\": \"$56.60\", \"quantity\": \"\"},\n {\"title\": \"Keds Courty Core Lace Up, Sneaker Womens, Navy Canvas, 8 Medium\", \"asin\": \"B07DRDZKTV\", \"price\": \"$38.36\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Canvas Sneaker, Burgundy Bottom Foxing Stripe, 5\", \"asin\": \"B0CNV48RYV\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic Canvas Sneakers,Low Top Canvas Shoes,Lightweight Casual Canvas Sneakers(Light Grey US6)\", \"asin\": \"B0DCJKN9P6\", \"price\": \"$20.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Champion Canvas Lace Up Sneaker, Crochet Cream, 7.5 Wide\", \"asin\": \"B0C3SSWQND\", \"price\": \"$53.99\", \"quantity\": \"\"},\n {\"title\": \"LUCKY STEP Women Classic Retro Gum Sole Fashion Sneakers Casual Tennis Skate Shoe Genuine Leather Walking Footwear Anti Slip Trainers(Gold,9)\", \"asin\": \"B0CZ95XGHV\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Champion Point Low Fashion Sneaker, White Canvas, 5.5\", \"asin\": \"B0D96ZNYY9\", \"price\": \"$36.00\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:50:56.470Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:51:58.405Z
input
vans shoes women
rule
2025-05-02T03:51:58.405Z
train
887
2025-05-02T03:51:58.405Z
input
vans shoes women
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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"2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:51:58.405Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>vans shoes women</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>vans shoes women</answer_argument>", "index": 887, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": 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\"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:51:58.405Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:52:11.484Z
click_product
B089P1HNLC
rule
2025-05-02T03:52:11.484Z
train
888
2025-05-02T03:52:11.484Z
click_product
B089P1HNLC
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", 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"action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "vans shoes women" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "promotion_items": [ {"title": "Vans\nUnisex Adult FU Old Skool Sneakers", "asin": "B0020MMHBG", "price": "$70.00", "quantity": ""}, {"title": "Vans\nMen's Low-Top Sneakers", "asin": "B000UYJBP6", "price": "$39.90", "quantity": ""}, {"title": "Vans\nUnisex Adult Classic Slip-On Stackform Sneakers", "asin": "B0CDJH9W3Q", "price": "$70.00", "quantity": ""}, {"title": "Cull4U\nWomen's Laid Back Low-Top Sneaker Shoe", "asin": "B089P1HNLC", "price": "$26.99", "quantity": ""}, {"title": "Cull4U\nWomen's Classic Slip On Trainer Shoes", "asin": "B0B3NG3VQM", "price": "$26.99", "quantity": ""}, {"title": "Keds\nWomen's Triple Kick Canvas Sneaker", "asin": "B01NAN3OMO", "price": "$36.64", "quantity": ""}, {"title": "hash bubbie\nWomen's Slip on Shoes Canvas Sneakers Loafers Non Slip Shoes Low Top Casual Shoes", "asin": "B0BL2GDC74", "price": "$22.49", "quantity": ""}, {"title": "ZGR\nWomens High Top Canvas Sneakers,Lace-up Canvas Shoes,Casual Tennis Walking Shoes", "asin": "B0DBHJ8Z9F", "price": "$21.79", "quantity": ""}, {"title": "Keds\nWomen's Triple Kick Leather Sneaker", "asin": "B01NBOKRIX", "price": "$36.95", "quantity": ""}, {"title": "DREAM PAIRS\nLoafers for Women Casual Comfortable Slip On Flat Shoes Lightweight Leisure Work Shoes Comfort Walking Shoes", "asin": "B0DLW6PG4M", "price": "$34.19", "quantity": ""} ], "search_results": [ {"title": "Unisex Adult FU Old Skool Sneakers", "asin": "B0020MMHBG", "price": "$70.00", "delivery": "FREE delivery Tue, May 6 for Prime members Arrives before Mother's Day"}, {"title": "Women's Classic Slip On Trainer Shoes", "asin": "B0B3NG3VQM", "price": "$26.99", "delivery": "FREE delivery May 8 - 9 for Prime members Arrives before Mother's Day"}, {"title": "Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women", "asin": "B0C61GRQZ7", "price": "$24.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Laid Back Low-Top Sneaker Shoe", "asin": "B089P1HNLC", "price": "$26.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "No Show Socks Womens 6 Pairs Low Cut Invisible Ankle for Flats Sneakers Liner Loafer", "asin": "B07QRRH98D", "price": "$12.99", "delivery": " Two-Day FREE delivery Sat, May 3"}, {"title": "Women's Ward Platform Suede Trainers", "asin": "B0DJ1JFVWW", "price": "$60.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Laced Shoes", "asin": "B0D7QCNLHJ", "price": "$69.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Seldan Low-top Trainers", "asin": "B0C59558HF", "price": "$69.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Filmore Decon Sneaker", "asin": "B0DJ1FWCQX", "price": "$60.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, (Suede/Canvas) Black/White, 9", "asin": "B0949L65FH", "price": "$52.49", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Low-top Trainers Sneaker", "asin": "B08M484NLC", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker", "asin": "B0B4WBGSGF", "price": "$25.99", "delivery": "FREE delivery Mon, May 5 Arrives before Mother's Day"}, {"title": "Unisex NewRetro Low-Top Sneaker Shoe", "asin": "B0DJJXNM91", "price": "$26.99", "delivery": "FREE delivery Tue, May 6 for Prime members Arrives before Mother's Day Only 2 left in stock - order soon."}, {"title": "Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women", "asin": "B08LS7QKLX", "price": "$18.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "White PU Leather Sneakers for Women Low Top Lace Up Tennis Shoes Women's Fashion Casual Shoes Sneakers", "asin": "B0D31J8M7N", "price": "$22.87", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Asher Slip-on Sneaker", "asin": "B07PQ9HYKG", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Caldrone Trainers Sneaker", "asin": "B0CPLWWB7R", "price": "$70.87", "delivery": "$14.95 delivery May 12 - 15 Or fastest delivery May 9 - 14"}, {"title": "Women's Seldan Platform ST Shoe | Retro Tennis Inspired Sneakers for Fashion & Everyday Wear, Canvas Black, 8.5", "asin": "B0BHQ3PFYN", "price": "$74.95", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Cheery Comfort Plush Foam Sneaker", "asin": "B082Y3LM2H", "price": "$34.98", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes", "asin": "B0CP72VX4M", "price": "$21.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Stylish Slip On Sneakers No Laces Elastic Low Top Canvas Sneakers Trendy Flats Comfortable Casual Walking Shoes", "asin": "B09NXRLMPG", "price": "$39.99", "delivery": "FREE delivery Sun, May 4 Arrives before Mother's Day"}, {"title": "Womens White Canvas Sneakers Low Top Lace Up Canvas Shoes Fashion Comfortable", "asin": "B0CP5PYJX3", "price": "$21.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers", "asin": "B07YKBY5JC", "price": "$25.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's VL Court 3.0 Sneaker", "asin": "B0C2JXJS3M", "price": "$75.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex-Adult Authentic(tm) Core Classics", "asin": "B07L259VMR", "price": "$54.65", "delivery": "$8.92 delivery May 7 - 9 Or fastest delivery May 6 - 8 Arrives before Mother's Day"}, {"title": "Women's Brooklyn Ls Shoe | Low-top Sneakers for Everyday Wear, Walking, Work & Fashion", "asin": "B0D7QDCCLH", "price": "$70.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Sneaker", "asin": "B07PGH4W97", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Slip on Shoes Canvas Sneakers Loafers Non Slip Shoes Low Top Casual Shoes", "asin": "B0BL2GDC74", "price": "$22.49", "delivery": "FREE delivery Thu, May 8 for Prime members Arrives before Mother's Day"}, {"title": "Canvas Shoes for Women White Canvas Sneakers Womens Casual Shoes Low Top Black Sneakers Comfortable Tennis Shoes", "asin": "B0C6JMPRWM", "price": "$20.99", "delivery": "FREE delivery Sun, May 4 Arrives before Mother's Day"}, {"title": "vn0a45nmiju1 - Filmore Decon Suede sonstige", "asin": "B08M43FRJB", "price": "$60.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex-Child Vn000wwx6bt", "asin": "B078PQ3TL4", "price": "$70.01", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Loven Sneaker", "asin": "B08DXT8LPX", "price": "$29.50", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Adult Classic Slip-On Color Thoery Checkerboard Shoe", "asin": "B0DPFVSXDV", "price": "$34.04", "delivery": "$15.95 delivery May 6 - 7 Arrives before Mother's Day"}, {"title": "Unisex Adult FU Old Skool Sneakers", "asin": "B000KKNX5Y", "price": "$52.99", "delivery": "FREE delivery Tue, May 6"}, {"title": "Men's MN Asher Trainers", "asin": "B01NB9BAB8", "price": "$56.00", "delivery": "FREE delivery Tue, May 6"}, {"title": "Unisex Adult FU Authentic Sneakers", "asin": "B000UYAMB8", "price": "$34.11", "delivery": "$15.89 delivery Wed, May 7 Or fastest delivery May 5 - 6 Arrives before Mother's Day"}, {"title": "Men's YT Ward Trainers", "asin": "B07BN56WFL", "price": "$64.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Slip on Shoes Canvas Sneakers Loafers Non Slip Shoes Low Top Casual Shoes", "asin": "B082PH6QF1", "price": "$21.24", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Adult FU Classic Slip-On Sneakers", "asin": "B000K7FTTK", "price": "$55.00", "delivery": "FREE delivery Tue, May 6 for Prime members Arrives before Mother's Day"}, {"title": "Adult Unisex Checkerboard Slip-On (BWW) BLK&WHTCHCKERBOARD/WHT VN000EYEBWW Mens 10, Womens 11.5", "asin": "B0161DLNY6", "price": "$43.05", "delivery": "$15.95 delivery May 6 - 7 Arrives before Mother's Day"}, {"title": "Women's Low-top Trainers Sneaker", "asin": "B07VJT5F5J", "price": "$58.99", "delivery": "FREE delivery Mon, May 12 Or fastest delivery Fri, May 9"}, {"title": "Women's Low-Top Sneakers", "asin": "B0B6FSDJP7", "price": "$81.34", "delivery": "FREE delivery Fri, May 16 Or fastest delivery Thu, May 8"}, {"title": "Women's Ryland Ls Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details", "asin": "B0D7QJ4D59", "price": "$70.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Asher Deluxe Slip-on Shoe | Comfortable Sneakers for Fashion, Walking & Everyday Wear", "asin": "B0DVG89GD2", "price": "$60.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's 515 V3 Sneaker", "asin": "B09YBJYNWR", "price": "$74.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex-Adult Authentic Sneaker", "asin": "B0BZTL9ML8", "price": "$40.78", "delivery": "$15.95 delivery May 6 - 7 Arrives before Mother's Day"}, {"title": "Classic Slip-On, Black Off White Checkerboard Size", "asin": "B0CK47V3BF", "delivery": ""}, {"title": "Women's Caldrone Shoe | Chunky Low-top Fashion Sneakers with Retro-Inspired Style", "asin": "B0D4MQNW53", "price": "$74.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Closed-Toe Trainers", "asin": "B076YQCMBR", "price": "$54.95", "delivery": "FREE delivery Tue, May 6"}, {"title": "Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Durable & Lightweight Footwear with Casual Style \u2013 True White / White", "asin": "B07PGHV1JV", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Authentic(tm) Core Classics Sneaker", "asin": "B0BY3TTRYQ", "price": "$58.88", "delivery": "$9.10 delivery May 7 - 9 Or fastest delivery May 6 - 8 Arrives before Mother's Day"}, {"title": "Women's Asher Platform Slip-On", "asin": "B07VBG1MDB", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Classic Slip-on Sneaker", "asin": "B0C2BD3DX8", "delivery": ""}, {"title": "Women's Chuck Taylor All Star Lift Platform Denim Fashion Sneakers", "asin": "B0B9HCPPVM", "price": "$66.11", "delivery": "FREE delivery Mon, May 5 Arrives before Mother's Day"}, {"title": "Women's Filmore Hi Sneaker", "asin": "B0DLCQW5QK", "price": "$80.01", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Atwood Low-top Sneaker", "asin": "B00K5OL26M", "price": "$60.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's UA Old Skool Sneakers", "asin": "B07H1MRVC2", "price": "$49.03", "delivery": "FREE delivery Tue, May 6 Arrives before Mother's Day"}, {"title": "Women's Asher Platform ST Trainers Sneaker", "asin": "B0C5923KDW", "price": "$73.99", "delivery": "FREE delivery Mon, May 5 Arrives before Mother's Day"}, {"title": "Women's Clipper Shoe", "asin": "B07CPJR6NY", "price": "$29.76", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Court Advance Sneaker", "asin": "B09ZGG6TQL", "price": "$50.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Adult Classic Slip-On Stackform Sneakers", "asin": "B09TT3B4RL", "price": "$80.00", "delivery": "$9.01 delivery May 7 - 9 Or fastest delivery May 6 - 8 Arrives before Mother's Day"}, {"title": "Women's Vn-0w7ndmo Sneaker", "asin": "B09HN9Z8QH", "price": "$39.95", "delivery": "FREE delivery May 8 - 12 Or fastest delivery Tue, May 6 Arrives before Mother's Day"}, {"title": "Men's Filmore Hi Trainers Sneaker", "asin": "B07LBF1293", "price": "$52.05", "delivery": "$15.95 delivery May 6 - 7 Arrives before Mother's Day"} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:52:11.484Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B089P1HNLC</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click_product</answer_action><answer_argument>B089P1HNLC</answer_argument>", "index": 888, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", 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9 Or fastest delivery May 6 - 8 Arrives before Mother's Day\"},\n {\"title\": \"Women's Brooklyn Ls Shoe | Low-top Sneakers for Everyday Wear, Walking, Work & Fashion\", \"asin\": \"B0D7QDCCLH\", \"price\": \"$70.00\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Unisex Sneaker\", \"asin\": \"B07PGH4W97\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Slip on Shoes Canvas Sneakers Loafers Non Slip Shoes Low Top Casual Shoes\", \"asin\": \"B0BL2GDC74\", \"price\": \"$22.49\", \"delivery\": \"FREE delivery Thu, May 8 for Prime members Arrives before Mother's Day\"},\n {\"title\": \"Canvas Shoes for Women White Canvas Sneakers Womens Casual Shoes Low Top Black Sneakers Comfortable Tennis Shoes\", \"asin\": \"B0C6JMPRWM\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Sun, May 4 Arrives before Mother's Day\"},\n {\"title\": \"vn0a45nmiju1 - Filmore Decon Suede sonstige\", \"asin\": \"B08M43FRJB\", \"price\": \"$60.00\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Unisex-Child Vn000wwx6bt\", \"asin\": \"B078PQ3TL4\", \"price\": \"$70.01\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Loven Sneaker\", \"asin\": \"B08DXT8LPX\", \"price\": \"$29.50\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Unisex Adult Classic Slip-On Color Thoery Checkerboard Shoe\", \"asin\": \"B0DPFVSXDV\", \"price\": \"$34.04\", \"delivery\": \"$15.95 delivery May 6 - 7 Arrives before Mother's Day\"},\n {\"title\": \"Unisex Adult FU Old Skool Sneakers\", \"asin\": \"B000KKNX5Y\", \"price\": \"$52.99\", \"delivery\": \"FREE delivery Tue, May 6\"},\n {\"title\": \"Men's MN Asher Trainers\", \"asin\": \"B01NB9BAB8\", \"price\": \"$56.00\", \"delivery\": \"FREE delivery Tue, May 6\"},\n {\"title\": \"Unisex Adult FU Authentic Sneakers\", \"asin\": \"B000UYAMB8\", \"price\": \"$34.11\", \"delivery\": \"$15.89 delivery Wed, May 7 Or fastest delivery May 5 - 6 Arrives before Mother's Day\"},\n {\"title\": \"Men's YT Ward Trainers\", \"asin\": \"B07BN56WFL\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Slip on Shoes Canvas Sneakers Loafers Non Slip Shoes Low Top Casual Shoes\", \"asin\": \"B082PH6QF1\", \"price\": \"$21.24\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Unisex Adult FU Classic Slip-On Sneakers\", \"asin\": \"B000K7FTTK\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Tue, May 6 for Prime members Arrives before Mother's Day\"},\n {\"title\": \"Adult Unisex Checkerboard Slip-On (BWW) BLK&WHTCHCKERBOARD/WHT VN000EYEBWW Mens 10, Womens 11.5\", \"asin\": \"B0161DLNY6\", \"price\": \"$43.05\", \"delivery\": \"$15.95 delivery May 6 - 7 Arrives before Mother's Day\"},\n {\"title\": \"Women's Low-top Trainers Sneaker\", \"asin\": \"B07VJT5F5J\", \"price\": \"$58.99\", \"delivery\": \"FREE delivery Mon, May 12 Or fastest delivery Fri, May 9\"},\n {\"title\": \"Women's Low-Top Sneakers\", \"asin\": \"B0B6FSDJP7\", \"price\": \"$81.34\", \"delivery\": \"FREE delivery Fri, May 16 Or fastest delivery Thu, May 8\"},\n {\"title\": \"Women's Ryland Ls Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details\", \"asin\": \"B0D7QJ4D59\", \"price\": \"$70.00\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Asher Deluxe Slip-on Shoe | Comfortable Sneakers for Fashion, Walking & Everyday Wear\", \"asin\": \"B0DVG89GD2\", \"price\": \"$60.00\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's 515 V3 Sneaker\", \"asin\": \"B09YBJYNWR\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Unisex-Adult Authentic Sneaker\", \"asin\": \"B0BZTL9ML8\", \"price\": \"$40.78\", \"delivery\": \"$15.95 delivery May 6 - 7 Arrives before Mother's Day\"},\n {\"title\": \"Classic Slip-On, Black Off White Checkerboard Size\", \"asin\": \"B0CK47V3BF\", \"delivery\": \"\"},\n {\"title\": \"Women's Caldrone Shoe | Chunky Low-top Fashion Sneakers with Retro-Inspired Style\", \"asin\": \"B0D4MQNW53\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Unisex Closed-Toe Trainers\", \"asin\": \"B076YQCMBR\", \"price\": \"$54.95\", \"delivery\": \"FREE delivery Tue, May 6\"},\n {\"title\": \"Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Durable & Lightweight Footwear with Casual Style \\u2013 True White / White\", \"asin\": \"B07PGHV1JV\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Unisex Authentic(tm) Core Classics Sneaker\", \"asin\": \"B0BY3TTRYQ\", \"price\": \"$58.88\", \"delivery\": \"$9.10 delivery May 7 - 9 Or fastest delivery May 6 - 8 Arrives before Mother's Day\"},\n {\"title\": \"Women's Asher Platform Slip-On\", \"asin\": \"B07VBG1MDB\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Unisex Classic Slip-on Sneaker\", \"asin\": \"B0C2BD3DX8\", \"delivery\": \"\"},\n {\"title\": \"Women's Chuck Taylor All Star Lift Platform Denim Fashion Sneakers\", \"asin\": \"B0B9HCPPVM\", \"price\": \"$66.11\", \"delivery\": \"FREE delivery Mon, May 5 Arrives before Mother's Day\"},\n {\"title\": \"Women's Filmore Hi Sneaker\", \"asin\": \"B0DLCQW5QK\", \"price\": \"$80.01\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Atwood Low-top Sneaker\", \"asin\": \"B00K5OL26M\", \"price\": \"$60.00\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's UA Old Skool Sneakers\", \"asin\": \"B07H1MRVC2\", \"price\": \"$49.03\", \"delivery\": \"FREE delivery Tue, May 6 Arrives before Mother's Day\"},\n {\"title\": \"Women's Asher Platform ST Trainers Sneaker\", \"asin\": \"B0C5923KDW\", \"price\": \"$73.99\", \"delivery\": \"FREE delivery Mon, May 5 Arrives before Mother's Day\"},\n {\"title\": \"Women's Clipper Shoe\", \"asin\": \"B07CPJR6NY\", \"price\": \"$29.76\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Court Advance Sneaker\", \"asin\": \"B09ZGG6TQL\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Unisex Adult Classic Slip-On Stackform Sneakers\", \"asin\": \"B09TT3B4RL\", \"price\": \"$80.00\", \"delivery\": \"$9.01 delivery May 7 - 9 Or fastest delivery May 6 - 8 Arrives before Mother's Day\"},\n {\"title\": \"Women's Vn-0w7ndmo Sneaker\", \"asin\": \"B09HN9Z8QH\", \"price\": \"$39.95\", \"delivery\": \"FREE delivery May 8 - 12 Or fastest delivery Tue, May 6 Arrives before Mother's Day\"},\n {\"title\": \"Men's Filmore Hi Trainers Sneaker\", \"asin\": \"B07LBF1293\", \"price\": \"$52.05\", \"delivery\": \"$15.95 delivery May 6 - 7 Arrives before Mother's Day\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:52:11.484Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:53:08.892Z
click
product_option
rule
2025-05-02T03:53:08.892Z
train
889
2025-05-02T03:53:08.892Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": 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"action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": 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{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "vans shoes women" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "price": "$60.00" }, { "bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style." }, { "asin": "B0DJ1JFVWW" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "7" }, { "Color": "Canvas Sepia Rose" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$41.12", "quantity": ""}, {"title": "WHITIN Women's Barefoot Shoes Minimalist Wide Width Toe Box Fashion Sneakers Zero Drop Size 7.5 Gym Athletic Running Walking Workout W81 Flat Pink 38", "asin": "B0C6XPLSPG", "price": "$41.99", "quantity": ""}, {"title": "OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, Tapa/Tapa, 9", "asin": "B07F77Q78K", "price": "$99.95", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Rothy's The Original Slip On Sneaker Women's Casual Fashion Shoes, Sand Light Beige, Made from Recycled Plastic Bottles & Machine Washable, Size 10.5", "asin": "B0D6BW7Z24", "price": "$99.00", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Rothy's The Lace Up Sneaker Women's, Casual Fashion Shoes, Blonde, Made from Recycled Plastic Bottles & Machine Washable, Size 7", "asin": "B0DJ14PFNG", "price": "$149.00", "quantity": ""}, {"title": "Rothy's The Weekend Slide Women's Slip-On Shoes, Comfortable Sandals, Oat, Made From Recycled Plastic Bottles & Machine Washable, Size 7.5", "asin": "B0DL9QR9G1", "price": "$139.00", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US5.5)", "asin": "B08PXXLYSK", "price": "$14.69", "quantity": ""}, {"title": "WHITIN Women's Barefoot Shoes Minimalist Wide Width Toe Box Fashion Sneakers Zero Drop Size 7.5 Gym Athletic Running Walking Workout W81 Flat Pink 38", "asin": "B0C6XPLSPG", "price": "$41.99", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, Tapa/Tapa, 9", "asin": "B07F77Q78K", "price": "$99.95", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:53:08.892Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 889, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1JFVWW\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$41.12\", \"quantity\": \"\"},\n {\"title\": \"WHITIN Women's Barefoot Shoes Minimalist Wide Width Toe Box Fashion Sneakers Zero Drop Size 7.5 Gym Athletic Running Walking Workout W81 Flat Pink 38\", \"asin\": \"B0C6XPLSPG\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, Tapa/Tapa, 9\", \"asin\": \"B07F77Q78K\", \"price\": \"$99.95\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Rothy's The Original Slip On Sneaker Women's Casual Fashion Shoes, Sand Light Beige, Made from Recycled Plastic Bottles & Machine Washable, Size 10.5\", \"asin\": \"B0D6BW7Z24\", \"price\": \"$99.00\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Rothy's The Lace Up Sneaker Women's, Casual Fashion Shoes, Blonde, Made from Recycled Plastic Bottles & Machine Washable, Size 7\", \"asin\": \"B0DJ14PFNG\", \"price\": \"$149.00\", \"quantity\": \"\"},\n {\"title\": \"Rothy's The Weekend Slide Women's Slip-On Shoes, Comfortable Sandals, Oat, Made From Recycled Plastic Bottles & Machine Washable, Size 7.5\", \"asin\": \"B0DL9QR9G1\", \"price\": \"$139.00\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US5.5)\", \"asin\": \"B08PXXLYSK\", \"price\": \"$14.69\", \"quantity\": \"\"},\n {\"title\": \"WHITIN Women's Barefoot Shoes Minimalist Wide Width Toe Box Fashion Sneakers Zero Drop Size 7.5 Gym Athletic Running Walking Workout W81 Flat Pink 38\", \"asin\": \"B0C6XPLSPG\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, Tapa/Tapa, 9\", \"asin\": \"B07F77Q78K\", \"price\": \"$99.95\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:53:08.892Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:53:10.166Z
click
product_option
rule
2025-05-02T03:53:10.166Z
train
890
2025-05-02T03:53:10.166Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} 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{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "vans shoes women" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "price": "$60.00" }, { "bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style." }, { "asin": "B0DJ1JFVWW" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "7" }, { "Color": "Canvas Sepia Rose" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$41.12", "quantity": ""}, {"title": "WHITIN Women's Barefoot Shoes Minimalist Wide Width Toe Box Fashion Sneakers Zero Drop Size 7.5 Gym Athletic Running Walking Workout W81 Flat Pink 38", "asin": "B0C6XPLSPG", "price": "$41.99", "quantity": ""}, {"title": "OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, Tapa/Tapa, 9", "asin": "B07F77Q78K", "price": "$99.95", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Rothy's The Original Slip On Sneaker Women's Casual Fashion Shoes, Sand Light Beige, Made from Recycled Plastic Bottles & Machine Washable, Size 10.5", "asin": "B0D6BW7Z24", "price": "$99.00", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Rothy's The Lace Up Sneaker Women's, Casual Fashion Shoes, Blonde, Made from Recycled Plastic Bottles & Machine Washable, Size 7", "asin": "B0DJ14PFNG", "price": "$149.00", "quantity": ""}, {"title": "Rothy's The Weekend Slide Women's Slip-On Shoes, Comfortable Sandals, Oat, Made From Recycled Plastic Bottles & Machine Washable, Size 7.5", "asin": "B0DL9QR9G1", "price": "$139.00", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US5.5)", "asin": "B08PXXLYSK", "price": "$14.69", "quantity": ""}, {"title": "WHITIN Women's Barefoot Shoes Minimalist Wide Width Toe Box Fashion Sneakers Zero Drop Size 7.5 Gym Athletic Running Walking Workout W81 Flat Pink 38", "asin": "B0C6XPLSPG", "price": "$41.99", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, Tapa/Tapa, 9", "asin": "B07F77Q78K", "price": "$99.95", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:53:10.166Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 890, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1JFVWW\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$41.12\", \"quantity\": \"\"},\n {\"title\": \"WHITIN Women's Barefoot Shoes Minimalist Wide Width Toe Box Fashion Sneakers Zero Drop Size 7.5 Gym Athletic Running Walking Workout W81 Flat Pink 38\", \"asin\": \"B0C6XPLSPG\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, Tapa/Tapa, 9\", \"asin\": \"B07F77Q78K\", \"price\": \"$99.95\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Rothy's The Original Slip On Sneaker Women's Casual Fashion Shoes, Sand Light Beige, Made from Recycled Plastic Bottles & Machine Washable, Size 10.5\", \"asin\": \"B0D6BW7Z24\", \"price\": \"$99.00\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Rothy's The Lace Up Sneaker Women's, Casual Fashion Shoes, Blonde, Made from Recycled Plastic Bottles & Machine Washable, Size 7\", \"asin\": \"B0DJ14PFNG\", \"price\": \"$149.00\", \"quantity\": \"\"},\n {\"title\": \"Rothy's The Weekend Slide Women's Slip-On Shoes, Comfortable Sandals, Oat, Made From Recycled Plastic Bottles & Machine Washable, Size 7.5\", \"asin\": \"B0DL9QR9G1\", \"price\": \"$139.00\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US5.5)\", \"asin\": \"B08PXXLYSK\", \"price\": \"$14.69\", \"quantity\": \"\"},\n {\"title\": \"WHITIN Women's Barefoot Shoes Minimalist Wide Width Toe Box Fashion Sneakers Zero Drop Size 7.5 Gym Athletic Running Walking Workout W81 Flat Pink 38\", \"asin\": \"B0C6XPLSPG\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, Tapa/Tapa, 9\", \"asin\": \"B07F77Q78K\", \"price\": \"$99.95\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:53:10.166Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:53:24.601Z
click
product_option
rule
2025-05-02T03:53:24.601Z
train
891
2025-05-02T03:53:24.601Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": 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{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "vans shoes women" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "price": "$60.00" }, { "bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style." }, { "asin": "B0DJ1J7DDN" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "7" }, { "Color": "Canvas Sepia Rose" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$28.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Sam Edelman Women's Pippy", "asin": "B0CNKVXMS7", "price": "$87.94", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Navy, Numeric_8)", "asin": "B08LSBMWXL", "price": "$18.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:53:24.601Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 891, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Sam Edelman Women's Pippy\", \"asin\": \"B0CNKVXMS7\", \"price\": \"$87.94\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Navy, Numeric_8)\", \"asin\": \"B08LSBMWXL\", \"price\": \"$18.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:53:24.601Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:53:25.756Z
click
product_option
rule
2025-05-02T03:53:25.756Z
train
892
2025-05-02T03:53:25.756Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} 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{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "vans shoes women" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "price": "$60.00" }, { "bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style." }, { "asin": "B0DJ1J7DDN" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "7" }, { "Color": "Canvas Sepia Rose" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$28.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Sam Edelman Women's Pippy", "asin": "B0CNKVXMS7", "price": "$87.94", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Navy, Numeric_8)", "asin": "B08LSBMWXL", "price": "$18.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:53:25.756Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 892, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Sam Edelman Women's Pippy\", \"asin\": \"B0CNKVXMS7\", \"price\": \"$87.94\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Navy, Numeric_8)\", \"asin\": \"B08LSBMWXL\", \"price\": \"$18.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:53:25.756Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:53:29.561Z
click
product_option
rule
2025-05-02T03:53:29.561Z
train
893
2025-05-02T03:53:29.561Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} 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{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "vans shoes women" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "price": "$60.00" }, { "bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style." }, { "asin": "B0DJ1GRRFH" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "7" }, { "Color": "Canvas Sepia Rose" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$28.99", "quantity": ""}, {"title": "WHITIN Women's Barefoot Minimalist Shoes Wide Width Toe Box Fashion Sneakers Zero Drop Size 11 Road Running Walking Tennis W81 Flat Gym Yellow 42", "asin": "B0BS5F9C27", "price": "$41.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,6)", "asin": "B0CP72VX4M", "price": "$21.99", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$21.99", "quantity": ""}, {"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US9)", "asin": "B09YTTMSF3", "price": "$18.90", "quantity": ""}, {"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US6)", "asin": "B09YTSGBCC", "price": "$18.90", "quantity": ""}, {"title": "Cull4U Women's Laid Back Low-Top Sneaker Shoe (6.5 M US,Yellow)", "asin": "B089NZDSF3", "price": "$26.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker Shoes\uff08Yellow,US7\uff09", "asin": "B0CRVF19K8", "price": "$19.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Navy Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Navy,7.5)", "asin": "B0CY29RXY4", "price": "$21.99", "quantity": ""}, {"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$21.99", "quantity": ""}, {"title": "WHITIN Women's Barefoot Minimalist Shoes Wide Width Toe Box Fashion Sneakers Zero Drop Size 11 Road Running Walking Tennis W81 Flat Gym Yellow 42", "asin": "B0BS5F9C27", "price": "$41.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:53:29.561Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 893, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"WHITIN Women's Barefoot Minimalist Shoes Wide Width Toe Box Fashion Sneakers Zero Drop Size 11 Road Running Walking Tennis W81 Flat Gym Yellow 42\", \"asin\": \"B0BS5F9C27\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,6)\", \"asin\": \"B0CP72VX4M\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US9)\", \"asin\": \"B09YTTMSF3\", \"price\": \"$18.90\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)\", \"asin\": \"B08LSG5V7Z\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US6)\", \"asin\": \"B09YTSGBCC\", \"price\": \"$18.90\", \"quantity\": \"\"},\n {\"title\": \"Cull4U Women's Laid Back Low-Top Sneaker Shoe (6.5 M US,Yellow)\", \"asin\": \"B089NZDSF3\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker Shoes\\uff08Yellow,US7\\uff09\", \"asin\": \"B0CRVF19K8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Navy Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Navy,7.5)\", \"asin\": \"B0CY29RXY4\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"WHITIN Women's Barefoot Minimalist Shoes Wide Width Toe Box Fashion Sneakers Zero Drop Size 11 Road Running Walking Tennis W81 Flat Gym Yellow 42\", \"asin\": \"B0BS5F9C27\", \"price\": \"$41.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:53:29.561Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:53:31.247Z
click
product_option
rule
2025-05-02T03:53:31.247Z
train
894
2025-05-02T03:53:31.247Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": 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{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "vans shoes women" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "price": "$60.00" }, { "bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style." }, { "asin": "B0DJ1GRRFH" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "7" }, { "Color": "Canvas Sepia Rose" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$28.99", "quantity": ""}, {"title": "WHITIN Women's Barefoot Minimalist Shoes Wide Width Toe Box Fashion Sneakers Zero Drop Size 11 Road Running Walking Tennis W81 Flat Gym Yellow 42", "asin": "B0BS5F9C27", "price": "$41.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,6)", "asin": "B0CP72VX4M", "price": "$21.99", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$21.99", "quantity": ""}, {"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US9)", "asin": "B09YTTMSF3", "price": "$18.90", "quantity": ""}, {"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US6)", "asin": "B09YTSGBCC", "price": "$18.90", "quantity": ""}, {"title": "Cull4U Women's Laid Back Low-Top Sneaker Shoe (6.5 M US,Yellow)", "asin": "B089NZDSF3", "price": "$26.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker Shoes\uff08Yellow,US7\uff09", "asin": "B0CRVF19K8", "price": "$19.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Navy Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Navy,7.5)", "asin": "B0CY29RXY4", "price": "$21.99", "quantity": ""}, {"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$21.99", "quantity": ""}, {"title": "WHITIN Women's Barefoot Minimalist Shoes Wide Width Toe Box Fashion Sneakers Zero Drop Size 11 Road Running Walking Tennis W81 Flat Gym Yellow 42", "asin": "B0BS5F9C27", "price": "$41.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:53:31.247Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 894, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"WHITIN Women's Barefoot Minimalist Shoes Wide Width Toe Box Fashion Sneakers Zero Drop Size 11 Road Running Walking Tennis W81 Flat Gym Yellow 42\", \"asin\": \"B0BS5F9C27\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,6)\", \"asin\": \"B0CP72VX4M\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US9)\", \"asin\": \"B09YTTMSF3\", \"price\": \"$18.90\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)\", \"asin\": \"B08LSG5V7Z\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US6)\", \"asin\": \"B09YTSGBCC\", \"price\": \"$18.90\", \"quantity\": \"\"},\n {\"title\": \"Cull4U Women's Laid Back Low-Top Sneaker Shoe (6.5 M US,Yellow)\", \"asin\": \"B089NZDSF3\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker Shoes\\uff08Yellow,US7\\uff09\", \"asin\": \"B0CRVF19K8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Navy Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Navy,7.5)\", \"asin\": \"B0CY29RXY4\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"WHITIN Women's Barefoot Minimalist Shoes Wide Width Toe Box Fashion Sneakers Zero Drop Size 11 Road Running Walking Tennis W81 Flat Gym Yellow 42\", \"asin\": \"B0BS5F9C27\", \"price\": \"$41.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:53:31.247Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:54:24.875Z
click
review
rule
2025-05-02T03:54:24.875Z
train
895
2025-05-02T03:54:24.875Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": 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<|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "vans shoes women" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "price": "$60.00" }, { "bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style." }, { "asin": "B0DJ1J7DDN" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "7" }, { "Color": "Canvas Sepia Rose" } ], "promotion_items": [ {"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:54:24.875Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 895, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:24.875Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:54:27.477Z
click
review
rule
2025-05-02T03:54:27.477Z
train
896
2025-05-02T03:54:27.477Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} 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"2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "vans shoes women" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "price": "$60.00" }, { "bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style." }, { "asin": "B0DJ1J7DDN" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "7" }, { "Color": "Canvas Sepia Rose" } ], "promotion_items": [ {"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:54:27.477Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 896, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:27.477Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:54:31.525Z
click
review
rule
2025-05-02T03:54:31.525Z
train
897
2025-05-02T03:54:31.525Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} 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This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "vans shoes women" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "price": "$60.00" }, { "bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style." }, { "asin": "B0DJ1J7DDN" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "7" }, { "Color": "Canvas Sepia Rose" } ], "promotion_items": [ {"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:54:31.525Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 897, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:31.525Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:54:36.525Z
click
review
rule
2025-05-02T03:54:36.525Z
train
898
2025-05-02T03:54:36.525Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": 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{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "vans shoes women" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "price": "$60.00" }, { "bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style." }, { "asin": "B0DJ1J7DDN" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "7" }, { "Color": "Canvas Sepia Rose" } ], "promotion_items": [ {"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:54:36.525Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 898, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:36.525Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action a...
Action_Argument_Prediction
2025-05-02T03:54:37.872Z
click
review
rule
2025-05-02T03:54:37.872Z
train
899
2025-05-02T03:54:37.872Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": 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This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "vans shoes women" } ], "cart_items": [ {"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"} ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "price": "$60.00" }, { "bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style." }, { "asin": "B0DJ1J7DDN" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "7" }, { "Color": "Canvas Sepia Rose" } ], "promotion_items": [ {"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:54:37.872Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 899, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:37.872Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }