Learning Spatiotemporal Sensitivity in Video LLMs via Counterfactual Reinforcement Learning
Paper • 2605.21988 • Published
Datasets:
video stringlengths 12 44 | question stringlengths 34 239 | candidates listlengths 2 2 | answer stringclasses 40
values | source_category stringclasses 1
value | source_subcategory stringclasses 4
values |
|---|---|---|---|---|---|
P03_webcam02_P03_tea_reversed.mp4 | This is a video about making Tea. Below are two actions in the video:
Action 1. take cup
Action 2. pour water
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P03_webcam02_P03_tea.mp4 | This is a video about making Tea. Below are two actions in the video:
Action 1. take cup
Action 2. pour water
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P03_webcam02_P03_cereals_reversed.mp4 | This is a video about making Cereals. Below are two actions in the video:
Action 1. pour cereals
Action 2. stir cereals
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P03_webcam02_P03_cereals.mp4 | This is a video about making Cereals. Below are two actions in the video:
Action 1. pour cereals
Action 2. stir cereals
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P03_webcam02_P03_sandwich_reversed.mp4 | This is a video about making Sandwich. Below are two actions in the video:
Action 1. take knife
Action 2. put_toppingOnTop
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P03_webcam02_P03_sandwich.mp4 | This is a video about making Sandwich. Below are two actions in the video:
Action 1. take knife
Action 2. put_toppingOnTop
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P04_webcam01_P04_pancake_reversed.mp4 | This is a video about making Pancakes. Below are two actions in the video:
Action 1. take bowl
Action 2. spoon flour
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P04_webcam01_P04_pancake.mp4 | This is a video about making Pancakes. Below are two actions in the video:
Action 1. take bowl
Action 2. spoon flour
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P04_webcam01_P04_salat_reversed.mp4 | This is a video about making Salad. Below are two actions in the video:
Action 1. cut fruit
Action 2. put fruit to bowl
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P04_webcam01_P04_salat.mp4 | This is a video about making Salad. Below are two actions in the video:
Action 1. cut fruit
Action 2. put fruit to bowl
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P04_webcam01_P04_milk_reversed.mp4 | This is a video about making Milk. Below are two actions in the video:
Action 1. spoon powder
Action 2. stir milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P04_webcam01_P04_milk.mp4 | This is a video about making Milk. Below are two actions in the video:
Action 1. spoon powder
Action 2. stir milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P05_cam01_P05_pancake_reversed.mp4 | This is a video about making Pancakes. Below are two actions in the video:
Action 1. crack egg
Action 2. take plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P05_cam01_P05_pancake.mp4 | This is a video about making Pancakes. Below are two actions in the video:
Action 1. crack egg
Action 2. take plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P05_cam01_P05_scrambledegg_reversed.mp4 | This is a video about making Scrambled Egg. Below are two actions in the video:
Action 1. pour oil
Action 2. take plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P05_cam01_P05_scrambledegg.mp4 | This is a video about making Scrambled Egg. Below are two actions in the video:
Action 1. pour oil
Action 2. take plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P05_cam01_P05_tea_reversed.mp4 | This is a video about making Tea. Below are two actions in the video:
Action 1. pour water
Action 2. add teabag
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P05_cam01_P05_tea.mp4 | This is a video about making Tea. Below are two actions in the video:
Action 1. pour water
Action 2. add teabag
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P06_stereo_P06_scrambledegg_ch0_reversed.mp4 | This is a video about making Scrambled Egg. Below are two actions in the video:
Action 1. crack egg
Action 2. put egg onto plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P06_stereo_P06_scrambledegg_ch0.mp4 | This is a video about making Scrambled Egg. Below are two actions in the video:
Action 1. crack egg
Action 2. put egg onto plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P07_webcam01_P07_juice_reversed.mp4 | This is a video about making Juice. Below are two actions in the video:
Action 1. cut orange
Action 2. pour juice
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P07_webcam01_P07_juice.mp4 | This is a video about making Juice. Below are two actions in the video:
Action 1. cut orange
Action 2. pour juice
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P07_webcam01_P07_tea_reversed.mp4 | This is a video about making Tea. Below are two actions in the video:
Action 1. take cup
Action 2. pour water
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P07_webcam01_P07_tea.mp4 | This is a video about making Tea. Below are two actions in the video:
Action 1. take cup
Action 2. pour water
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P07_webcam01_P07_pancake_reversed.mp4 | This is a video about making Pancakes. Below are two actions in the video:
Action 1. crack egg
Action 2. pour dough into pan
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P07_webcam01_P07_pancake.mp4 | This is a video about making Pancakes. Below are two actions in the video:
Action 1. crack egg
Action 2. pour dough into pan
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P08_webcam01_P08_tea_reversed.mp4 | This is a video about making Tea. Below are two actions in the video:
Action 1. pour water
Action 2. add teabag
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P08_webcam01_P08_tea.mp4 | This is a video about making Tea. Below are two actions in the video:
Action 1. pour water
Action 2. add teabag
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P08_webcam01_P08_friedegg_reversed.mp4 | This is a video about making Fried Egg. Below are two actions in the video:
Action 1. add_saltnpepper
Action 2. put egg onto plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P08_webcam01_P08_friedegg.mp4 | This is a video about making Fried Egg. Below are two actions in the video:
Action 1. add_saltnpepper
Action 2. put egg onto plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P08_webcam01_P08_milk_reversed.mp4 | This is a video about making Milk. Below are two actions in the video:
Action 1. spoon powder
Action 2. pour milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P08_webcam01_P08_milk.mp4 | This is a video about making Milk. Below are two actions in the video:
Action 1. spoon powder
Action 2. pour milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P09_webcam01_P09_pancake_reversed.mp4 | This is a video about making Pancakes. Below are two actions in the video:
Action 1. crack egg
Action 2. take plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P09_webcam01_P09_pancake.mp4 | This is a video about making Pancakes. Below are two actions in the video:
Action 1. crack egg
Action 2. take plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P09_webcam01_P09_cereals_reversed.mp4 | This is a video about making Cereals. Below are two actions in the video:
Action 1. pour cereals
Action 2. pour milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P09_webcam01_P09_cereals.mp4 | This is a video about making Cereals. Below are two actions in the video:
Action 1. pour cereals
Action 2. pour milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P09_webcam01_P09_milk_reversed.mp4 | This is a video about making Milk. Below are two actions in the video:
Action 1. spoon powder
Action 2. stir milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P09_webcam01_P09_milk.mp4 | This is a video about making Milk. Below are two actions in the video:
Action 1. spoon powder
Action 2. stir milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P10_webcam01_P10_tea_reversed.mp4 | This is a video about making Tea. Below are two actions in the video:
Action 1. take cup
Action 2. add teabag
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P10_webcam01_P10_tea.mp4 | This is a video about making Tea. Below are two actions in the video:
Action 1. take cup
Action 2. add teabag
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P10_webcam01_P10_salat_reversed.mp4 | This is a video about making Salad. Below are two actions in the video:
Action 1. cut fruit
Action 2. put fruit to bowl
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P10_webcam01_P10_salat.mp4 | This is a video about making Salad. Below are two actions in the video:
Action 1. cut fruit
Action 2. put fruit to bowl
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P10_webcam01_P10_friedegg_reversed.mp4 | This is a video about making Fried Egg. Below are two actions in the video:
Action 1. crack egg
Action 2. add_saltnpepper
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P10_webcam01_P10_friedegg.mp4 | This is a video about making Fried Egg. Below are two actions in the video:
Action 1. crack egg
Action 2. add_saltnpepper
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P11_webcam01_P11_scrambledegg_reversed.mp4 | This is a video about making Scrambled Egg. Below are two actions in the video:
Action 1. crack egg
Action 2. put egg onto plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P11_webcam01_P11_scrambledegg.mp4 | This is a video about making Scrambled Egg. Below are two actions in the video:
Action 1. crack egg
Action 2. put egg onto plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P11_webcam01_P11_tea_reversed.mp4 | This is a video about making Tea. Below are two actions in the video:
Action 1. add teabag
Action 2. pour water
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P11_webcam01_P11_tea.mp4 | This is a video about making Tea. Below are two actions in the video:
Action 1. add teabag
Action 2. pour water
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P11_webcam01_P11_friedegg_reversed.mp4 | This is a video about making Fried Egg. Below are two actions in the video:
Action 1. butter pan
Action 2. put egg onto plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P11_webcam01_P11_friedegg.mp4 | This is a video about making Fried Egg. Below are two actions in the video:
Action 1. butter pan
Action 2. put egg onto plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P12_webcam01_P12_sandwich_reversed.mp4 | This is a video about making Sandwich. Below are two actions in the video:
Action 1. cut bun
Action 2. put_toppingOnTop
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P12_webcam01_P12_sandwich.mp4 | This is a video about making Sandwich. Below are two actions in the video:
Action 1. cut bun
Action 2. put_toppingOnTop
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P12_webcam01_P12_pancake_reversed.mp4 | This is a video about making Pancakes. Below are two actions in the video:
Action 1. pour milk
Action 2. put pancake onto plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P12_webcam01_P12_pancake.mp4 | This is a video about making Pancakes. Below are two actions in the video:
Action 1. pour milk
Action 2. put pancake onto plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P13_webcam01_P13_pancake_reversed.mp4 | This is a video about making Pancakes. Below are two actions in the video:
Action 1. crack egg
Action 2. stir dough
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P13_webcam01_P13_pancake.mp4 | This is a video about making Pancakes. Below are two actions in the video:
Action 1. crack egg
Action 2. stir dough
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P13_webcam01_P13_coffee_reversed.mp4 | This is a video about making Coffee. Below are two actions in the video:
Action 1. pour coffee
Action 2. pour milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P13_webcam01_P13_coffee.mp4 | This is a video about making Coffee. Below are two actions in the video:
Action 1. pour coffee
Action 2. pour milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P13_webcam01_P13_tea_reversed.mp4 | This is a video about making Tea. Below are two actions in the video:
Action 1. add teabag
Action 2. pour water
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P13_webcam01_P13_tea.mp4 | This is a video about making Tea. Below are two actions in the video:
Action 1. add teabag
Action 2. pour water
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P14_webcam01_P14_pancake_reversed.mp4 | This is a video about making Pancakes. Below are two actions in the video:
Action 1. stir dough
Action 2. put pancake onto plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P14_webcam01_P14_pancake.mp4 | This is a video about making Pancakes. Below are two actions in the video:
Action 1. stir dough
Action 2. put pancake onto plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P14_webcam01_P14_salat_reversed.mp4 | This is a video about making Salad. Below are two actions in the video:
Action 1. cut fruit
Action 2. put fruit to bowl
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P14_webcam01_P14_salat.mp4 | This is a video about making Salad. Below are two actions in the video:
Action 1. cut fruit
Action 2. put fruit to bowl
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P14_webcam01_P14_milk_reversed.mp4 | This is a video about making Milk. Below are two actions in the video:
Action 1. take cup
Action 2. pour milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P14_webcam01_P14_milk.mp4 | This is a video about making Milk. Below are two actions in the video:
Action 1. take cup
Action 2. pour milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P15_webcam01_P15_friedegg_reversed.mp4 | This is a video about making Fried Egg. Below are two actions in the video:
Action 1. crack egg
Action 2. put egg onto plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P15_webcam01_P15_friedegg.mp4 | This is a video about making Fried Egg. Below are two actions in the video:
Action 1. crack egg
Action 2. put egg onto plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P15_webcam01_P15_pancake_reversed.mp4 | This is a video about making Pancakes. Below are two actions in the video:
Action 1. pour milk
Action 2. take plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P15_webcam01_P15_pancake.mp4 | This is a video about making Pancakes. Below are two actions in the video:
Action 1. pour milk
Action 2. take plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P15_webcam01_P15_coffee_reversed.mp4 | This is a video about making Coffee. Below are two actions in the video:
Action 1. pour coffee
Action 2. pour milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P15_webcam01_P15_coffee.mp4 | This is a video about making Coffee. Below are two actions in the video:
Action 1. pour coffee
Action 2. pour milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P16_webcam01_P16_milk_reversed.mp4 | This is a video about making Milk. Below are two actions in the video:
Action 1. pour milk
Action 2. pour milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P16_webcam01_P16_milk.mp4 | This is a video about making Milk. Below are two actions in the video:
Action 1. pour milk
Action 2. pour milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P16_webcam01_P16_friedegg_reversed.mp4 | This is a video about making Fried Egg. Below are two actions in the video:
Action 1. pour oil
Action 2. put egg onto plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P16_webcam01_P16_friedegg.mp4 | This is a video about making Fried Egg. Below are two actions in the video:
Action 1. pour oil
Action 2. put egg onto plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P16_webcam01_P16_sandwich_reversed.mp4 | This is a video about making Sandwich. Below are two actions in the video:
Action 1. cut bun
Action 2. put_toppingOnTop
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P16_webcam01_P16_sandwich.mp4 | This is a video about making Sandwich. Below are two actions in the video:
Action 1. cut bun
Action 2. put_toppingOnTop
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P17_webcam02_P17_friedegg_reversed.mp4 | This is a video about making Fried Egg. Below are two actions in the video:
Action 1. pour oil
Action 2. put egg onto plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P17_webcam02_P17_friedegg.mp4 | This is a video about making Fried Egg. Below are two actions in the video:
Action 1. pour oil
Action 2. put egg onto plate
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P17_webcam02_P17_juice_reversed.mp4 | This is a video about making Juice. Below are two actions in the video:
Action 1. cut orange
Action 2. pour juice
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P17_webcam02_P17_juice.mp4 | This is a video about making Juice. Below are two actions in the video:
Action 1. cut orange
Action 2. pour juice
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P17_webcam02_P17_salat_reversed.mp4 | This is a video about making Salad. Below are two actions in the video:
Action 1. cut fruit
Action 2. put fruit to bowl
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P17_webcam02_P17_salat.mp4 | This is a video about making Salad. Below are two actions in the video:
Action 1. cut fruit
Action 2. put fruit to bowl
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P18_webcam02_P18_milk_reversed.mp4 | This is a video about making Milk. Below are two actions in the video:
Action 1. spoon powder
Action 2. stir milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P18_webcam02_P18_milk.mp4 | This is a video about making Milk. Below are two actions in the video:
Action 1. spoon powder
Action 2. stir milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P18_webcam02_P18_friedegg_reversed.mp4 | This is a video about making Fried Egg. Below are two actions in the video:
Action 1. take_eggs
Action 2. crack egg
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P18_webcam02_P18_friedegg.mp4 | This is a video about making Fried Egg. Below are two actions in the video:
Action 1. take_eggs
Action 2. crack egg
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P18_webcam02_P18_juice_reversed.mp4 | This is a video about making Juice. Below are two actions in the video:
Action 1. pour juice
Action 2. squeeze orange
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P18_webcam02_P18_juice.mp4 | This is a video about making Juice. Below are two actions in the video:
Action 1. pour juice
Action 2. squeeze orange
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P19_webcam02_P19_cereals_reversed.mp4 | This is a video about making Cereals. Below are two actions in the video:
Action 1. pour cereals
Action 2. pour milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P19_webcam02_P19_cereals.mp4 | This is a video about making Cereals. Below are two actions in the video:
Action 1. pour cereals
Action 2. pour milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P19_webcam02_P19_salat_reversed.mp4 | This is a video about making Salad. Below are two actions in the video:
Action 1. take knife
Action 2. put fruit to bowl
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P19_webcam02_P19_salat.mp4 | This is a video about making Salad. Below are two actions in the video:
Action 1. take knife
Action 2. put fruit to bowl
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P19_webcam02_P19_tea_reversed.mp4 | This is a video about making Tea. Below are two actions in the video:
Action 1. pour water
Action 2. add teabag
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P19_webcam02_P19_tea.mp4 | This is a video about making Tea. Below are two actions in the video:
Action 1. pour water
Action 2. add teabag
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P20_webcam01_P20_pancake_reversed.mp4 | This is a video about making Pancakes. Below are two actions in the video:
Action 1. crack egg
Action 2. spoon flour
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P20_webcam01_P20_pancake.mp4 | This is a video about making Pancakes. Below are two actions in the video:
Action 1. crack egg
Action 2. spoon flour
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
P20_webcam01_P20_cereals_reversed.mp4 | This is a video about making Cereals. Below are two actions in the video:
Action 1. pour cereals
Action 2. pour milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 2, then action 1 | event_sequence | Breakfast |
P20_webcam01_P20_cereals.mp4 | This is a video about making Cereals. Below are two actions in the video:
Action 1. pour cereals
Action 2. pour milk
Please output their order. | [
"First action 1, then action 2",
"First action 2, then action 1"
] | First action 1, then action 2 | event_sequence | Breakfast |
End of preview. Expand in Data Studio
DyBench
Project Page | Paper | GitHub
DyBench is a paired counterfactual video benchmark introduced in the paper "Learning Spatiotemporal Sensitivity in Video LLMs via Counterfactual Reinforcement Learning".
The benchmark is designed to evaluate the spatiotemporal sensitivity of Video Large Language Models (Video LLMs). It addresses the issue of models relying on "shortcuts" (such as single-frame cues or language priors) rather than tracking actual video dynamics. DyBench utilizes a strict pair-accuracy metric that requires a model to correctly answer questions for both original and counterfactual versions of a video.
Dataset Details
DyBench consists of 3,014 videos covering three primary categories of spatiotemporal dynamics:
- Reversible Dynamics: Evaluating if models understand physical processes that can be temporally reversed.
- Moving Direction: Tracking the spatial trajectory and direction of motion.
- Event Sequence: Understanding the temporal order in which events occur.
Data Structure
The dataset is organized into three configurations corresponding to the tasks above:
event_sequencemoving_directionreversible_dynamics
Each configuration contains JSON files mapping videos to their respective questions and ground-truth answers.
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