Datasets:

Alibaba-NLP
/

xvbench

qid stringlengths 36 36	query stringlengths 93 225	gt stringlengths 1 144	video_name stringlengths 11 11	reference listlengths 1 3
41586c83-c67d-4b52-9ff2-9d43ac376940	What is the brand name of the grenadine syrup that creates the red layer at the bottom of the cocktail, and what logo appears on the bar mat where the hurricane glass sits?	BARDINET, and CUBANISTO KICKS	2psg3FuNlZ0	[ "2psg3FuNlZ0_____1.mp4" ]
caf98abd-8a0f-49fc-8517-15df41f1bb1a	What social media username appears in the lower-left corner when the person demonstrates lifting the bottom part of the iron to avoid scorching the board?	@FILOPIXIE	nvNde93w75g	[ "nvNde93w75g_____2.mp4" ]
f7dd4e2a-3626-4868-a54d-33667c431cb5	What color are the plastic basins being used by the women sorting green vanilla pods in the storage room with decorative blue and white ceiling tiles?	Green	K-4MOfgwMP4	[ "K-4MOfgwMP4_____1.mp4", "K-4MOfgwMP4_____2.mp4" ]
abf44481-5c9e-4b60-82fc-862de37c9f25	What is the name of the grey-haired NPC who thanked the player after the defensive siren was activated?	Sheffield	6ww4KCWsEl0	[ "6ww4KCWsEl0_____5.mp4" ]
02387f4d-970d-4801-b3e6-a1730c48faaa	What brand name is visible on the transparent quilting ruler used to cut the green marbled fabric on the cutting mat?	Fons & Porter	79mbNI9pgHY	[ "79mbNI9pgHY_____1.mp4", "79mbNI9pgHY_____2.mp4" ]
5790472c-c529-49c8-b267-bb4807e93bdf	What specific modification was made to the lid of the Gatorade Thirst Quencher Lemon-Lime jug that the man attached to his paintball marker?	Four triangular cuts radiating from the center, creating a star-shaped opening	SAfkZl3q3WM	[ "SAfkZl3q3WM_____6.mp4" ]
5303bffc-c970-4166-a3fd-0debefe84b9e	What specific phrases are visible on the white ceramic mug that remains in the background while the person discovers the beige rubbery object inside the first egg?	I love you, happy, and together	bZCKc0WNTkU	[ "bZCKc0WNTkU_____1.mp4", "bZCKc0WNTkU_____2.mp4" ]
4a10f7a6-2f5e-4766-85db-f90c9619ac47	What specific URL pathway appears as white text overlay when the chef completes the final potato cuts on the wooden cutting board?	StellaCulinary.com/KnifeSkills	ML5flgorZYc	[ "ML5flgorZYc_____1.mp4", "ML5flgorZYc_____2.mp4" ]
d1f70bc8-19b1-4f4b-8f65-538731e278c8	What logo appears on the beige apron worn by the woman cooking reddish-brown sausages in a grey speckled frying pan after the map highlights Bacolod?	I ❤️ Bacolod Chorizo	eSArZ4l3_2k	[ "eSArZ4l3_2k_____3.mp4" ]
10b3606f-8a4b-46a2-b0c3-3267c341236a	How many brass-colored bolts secure the metal flange around the drain that contains the thick brownish-yellow sludge?	Two	_5YQ3UC7pdU	[ "_5YQ3UC7pdU_____1.mp4", "_5YQ3UC7pdU_____2.mp4" ]
a1be0faa-f1e8-42b3-a4db-92fc785d9d47	What color are the cabinet handles in the kitchen where the chef wearing the black mandarin collar coat demonstrates leek preparation?	Dark metal	KAyNNoLloqk	[ "KAyNNoLloqk_____1.mp4" ]
b94ef617-3701-448f-9a24-f79591897bfa	What ingredient is added to the mortar using a clear glass ramekin after the vigorous pounding of the initial paste mixture?	fish sauce or palm sugar syrup	8DMgoGW6skg	[ "8DMgoGW6skg_____5.mp4" ]
d04ac5b2-966e-49c3-bf74-599de73661ff	What temperature reading is displayed on the thermometer of the grill when the hand lifts the lid to check the foil-wrapped food?	250°F	fc7kdR_VfNo	[ "fc7kdR_VfNo_____1.mp4" ]
91360395-bdf5-4986-9220-250bcbae7483	How many buds does the instructional text recommend keeping when pruning back last year's growth, as shown over the close-up of the freshly cut branch with purplish-brown buds?	2 or 3 buds	SsxqxKeZTU8	[ "SsxqxKeZTU8_____2.mp4" ]
a55fe5e8-5e2d-44b5-b235-1abb4a039fbc	What color paint combination does the artist mix in the clear plastic lid before painting the snakes, and what brand labels are visible on the paint bottles?	Yellow and blue paint mixed to create teal-green, from CREATEX AIRBRUSH COLORS bottles	NinHr6dfvOQ	[ "NinHr6dfvOQ_____11.mp4" ]
b787d3df-688a-4378-9319-3e560e62c52c	How many different oven mitts does the woman use when sliding out the oven rack containing the casserole dish?	Two	3lc3sLZT9k8	[ "3lc3sLZT9k8_____1.mp4" ]
c1416088-60c3-40c0-8f41-899ae6059f28	What warning text appears in red and black print on the Rainbow Loom box that shows the CHA Innovation Award Winner seal?	CHOKING HAZARD due to small parts. Not for children under 3 years.	kg3YTrwL8Rg	[ "kg3YTrwL8Rg_____1.mp4" ]
52f5b11b-7122-4670-acb8-32a5995183d1	What brand of enchilada sauce does the man hold up after placing the chimichangas in the deep fryer?	La Paloma	whwacXOib3o	[ "whwacXOib3o_____3.mp4" ]
e02b057b-cb41-4fa6-a64e-2d406b7215fe	What laptop brand sits in front of the skincare specialist who demonstrates folding techniques with the same 365 organic green peas used by the pearl earring-wearing woman?	HP	DwI8W2qEp0s	[ "DwI8W2qEp0s_____2.mp4" ]
0063a8e4-c87d-4a33-95bf-9ffddb0a8359	What is the shape of the central opening in the 3D-printed circular component that gets hot-glued into the neck cavity of the gray textured head?	Hexagonal	rfxr3OGFwmM	[ "rfxr3OGFwmM_____4.mp4" ]
3c755a3d-fe17-41bf-a3d0-a6c076a8a2d2	What jewelry is visible on the hand that transfers the dark stain from the white cloth to the carpet after completing the ironing process?	gold band	VltkVKTBWbU	[ "VltkVKTBWbU_____4.mp4" ]
b4825ed2-43ab-42f6-9bdd-851700759b6b	How many triangular color segments does the paper disc contain that gets adhered to the Sony branded CD?	Eight	WNPDy_IBnPc	[ "WNPDy_IBnPc_____1.mp4" ]
c237108c-99fc-4215-a060-4407b9e4c384	What specific kitchen appliance brand and color is the stand mixer that the man in the reindeer sweater leans against while flour is being added to the mixing bowl?	Red KitchenAid Artisan	VR15_ItYh0w	[ "VR15_ItYh0w_____5.mp4" ]
88d9435d-3a60-4752-a9ab-33d4022628c3	What specific cooking tip text appears on the green graphic overlay while the pork shoulder is being butchered on the cutting board?	place a towel under your cutting bord so it doesnt slip	pGVzctOWi18	[ "pGVzctOWi18_____2.mp4" ]
096fdc73-b38c-438a-9889-bd93a540a83c	What physical marking is visible near the knuckle of the index finger on the hand that performs the crushing motion on the oregano leaf?	A small, faint scar or mole	YLz65rGUfbE	[ "YLz65rGUfbE_____4.mp4" ]
36eced5b-c60e-4d8a-b3dd-61cee0e53d9c	What colors are the Duck Tape cans visible beneath the translucent tube covered with white granular material?	Purple and yellow	994zXdEzdnc	[ "994zXdEzdnc_____8.mp4" ]
119d8843-52b6-467b-b392-4c90459e910d	What specific facial feature does the woman display when she speaks directly to the camera in the garage, and what affectionate gesture does the horse make toward her at the conclusion of the bridle fitting demonstration?	She has braces on her upper teeth, and the horse nuzzles gently against her arm	eP9u1NjOYtI	[ "eP9u1NjOYtI_____1.mp4", "eP9u1NjOYtI_____2.mp4" ]
dd5ee2bb-4af0-4cd5-b352-e4982a878949	What specific instruction appears on screen when the person places the white textured cloth over the glue stain before using the steaming tool?	Cover the glue stain with a thin cloth	5cnR8AHF2TA	[ "5cnR8AHF2TA_____1.mp4" ]
d996696d-ffe6-4596-a443-75e770cb36d3	What are the specific evening and morning hours mentioned for keeping the plant in darkness during the photoperiodism process?	4p.m. to next day morning 8a.m.	o0oRu9z3xqQ	[ "o0oRu9z3xqQ_____5.mp4" ]
45ee6c53-3850-4aef-885e-437e2872d48d	What brand name appears on the frozen broccoli package that is shown alongside Dr. Michael Greger before the cooking instructions recommend sprinkling mustard powder instead of waiting 40 minutes?	Cascadian Farm Organic Since 1972	oxbiq1EEXdM	[ "oxbiq1EEXdM_____2.mp4" ]
250c9c65-c992-428a-99be-c8333cd407d4	What type of Coca-Cola does the man with red-tipped dreadlocks pour into the clear tumbler while wearing the LOCAL ONLY shirt?	Coca-Cola Zero Sugar	sEcjWkPmr5g	[ "sEcjWkPmr5g_____3.mp4" ]
303586b7-c9d6-476b-b9c6-33ec6e253d42	What temperature is displayed on the Whirlpool oven when the yellow clay fidget spinner mold filled with purple and blue beads is placed inside for baking?	280°	9McZMXzEVes	[ "9McZMXzEVes_____2.mp4", "9McZMXzEVes_____3.mp4" ]
f9d44f9d-ed29-4209-b80a-ab78523d73cb	What specific depth instruction appears as overlay text when the trench excavation is shown alongside the green wood-paneled shed?	The Ditch - 6 inches below foundation	QmckRSQSxTc	[ "QmckRSQSxTc_____1.mp4", "QmckRSQSxTc_____2.mp4" ]
4ea15226-054d-44b8-b33f-4fecee2a7e9c	How many colored test vials are shown on the packaging of the soil test kit that includes recommendations for 400 plants?	Four colored test vials (green, pink, blue, and orange)	6qyQGZmX0-s	[ "6qyQGZmX0-s_____2.mp4" ]
ede82298-51f2-4939-8b40-71a146524a80	What preference statement is displayed when the finished cornbread patties are shown in the clear glass pie dish with two handles?	We like the darker crispier ones best but you cook yours to your liking	0hqJ6cYQchI	[ "0hqJ6cYQchI_____5.mp4" ]
c3d863f3-ea1c-4a45-a820-043448d56828	What radio station call letters appear on the circular sticker displayed on the white refrigerator behind the man who tastes the green gelatinous substance with a metal fork?	CLT	_JdyzRnHHRU	[ "_JdyzRnHHRU_____3.mp4", "_JdyzRnHHRU_____4.mp4" ]
9ccf80d7-38c8-44a1-8db7-8f209d7035ce	What colors make up the horizontal stripe pattern on the polo shirt worn by the man who demonstrates stuffing the cushion with the white fiberfill batting?	White and dark blue	SugLiC4NrE0	[ "SugLiC4NrE0_____2.mp4", "SugLiC4NrE0_____7.mp4" ]
e6a7a3c4-c290-4d1d-b05d-e85cc0e1b502	What is the name displayed in white text that identifies the blonde woman demonstrating bowling equipment after the filmstrip transition from the AMF retail store?	Kim	uQDfUsUL8Ls	[ "uQDfUsUL8Ls_____1.mp4" ]
e90c4fa4-a1e6-4ecf-9f92-20b5589d774e	What hashtag appears in the bottom right corner when the white ceramic bowl is inverted over the artichokes in the boiling water?	#VeggieWeek	vboZJmQAkPc	[ "vboZJmQAkPc_____1.mp4" ]
75555826-df32-4414-82b5-0ccd5f05204d	How many distinct colored layers are visible in the shot glass after the person completes adding the red liquid with the black-tipped pipette?	Five layers	WNYFUmKiqaU	[ "WNYFUmKiqaU_____2.mp4", "WNYFUmKiqaU_____3.mp4" ]
f47c9c42-7c18-4f00-8d77-28b8b125d81a	What brand of beef broth is visible behind the woman wearing the apron with 'LET'S GET STARTED' when she introduces the ingredients?	Swanson	lt-Ce0cQ69M	[ "lt-Ce0cQ69M_____1.mp4" ]
e54fb379-4b9e-4c20-98cd-d672b9fdcacd	What brand name appears in green letters on the aerosol can that is shown immediately after the man with the goatee and camouflage cap finishes speaking about the brown canvas tarp?	NIKWAX	fdXebagjXTg	[ "fdXebagjXTg_____1.mp4" ]
84ce7606-d688-489b-bf4d-9eabb1228c97	How many slices of fresh turmeric does the woman add to the blender after she finishes squeezing the lime juice?	2 slices	PCNCVHLk-x4	[ "PCNCVHLk-x4_____6.mp4", "PCNCVHLk-x4_____7.mp4" ]
a9d635b7-ac3d-4478-a4a7-c51c00fa2e15	What text follows 'FIBRO' on the white grow bags that support the plants containing both green and orange-yellow ripening tomatoes?	Hydroponics Rock Wool	lrxHGtgh8Eo	[ "lrxHGtgh8Eo_____2.mp4", "lrxHGtgh8Eo_____4.mp4" ]
5424179b-fd60-41df-811f-7d6f2d68fefa	What is the exact product number of the fusible transparent buckram listed in the materials and supplies slide that appears before the cutting instructions?	101981	Rg6qFyaIrUY	[ "Rg6qFyaIrUY_____3.mp4", "Rg6qFyaIrUY_____4.mp4" ]
cab7e105-3c4b-4224-b632-6f81a5d4eca3	What is the catalog number printed on the DVD cover displayed after the man in the white lab coat points to the certificates on the wall?	35096	QuWlgzHPgcI	[ "QuWlgzHPgcI_____8.mp4", "QuWlgzHPgcI_____9.mp4" ]
6ae77bcf-be97-41ba-a65a-e2a17ca809d0	What is the exact net weight in grams printed on the black foil packet that produces the electric blue and emerald green flames when sprinkled onto the burning logs?	1.5 grams	fE-QKbd-iNI	[ "fE-QKbd-iNI_____1.mp4" ]
e8f3fc1c-5940-47be-8d39-dcbb2d4f6457	What color rose appears between the red and pink roses when the yellow circular logo displays 'IT'S SEW TIME' in the opening animation?	yellow	wBnGNZLt41Q	[ "wBnGNZLt41Q_____1.mp4" ]
01964c21-91c8-427e-a686-cb68aef45d0d	What three colors are the small decorative elements attached near the tops of the wind chime tubes that become more visible?	Yellow, green, and blue	OIGCJON7wCU	[ "OIGCJON7wCU_____1.mp4" ]
553fc9c2-7606-40c2-ba00-fa505b57367d	What specific technique does the man in the white shirt with ornate cufflinks use immediately after discarding the top slice of the tomato?	He makes another horizontal cut near the base, removing the bottom slice	APLbGhVsYyE	[ "APLbGhVsYyE_____1.mp4" ]
3acc5554-8f3c-48f5-8314-1a4c03f82f21	What color is the plastic head on the sewing pin that is inserted into the side of the black and white zebra-print cap during the fitting demonstration?	blue	NtxRMAr_Vlw	[ "NtxRMAr_Vlw_____3.mp4", "NtxRMAr_Vlw_____4.mp4" ]
8aec05b2-cc03-4308-ac26-2efa05ca00af	What catering company does the woman with French tip manicured nails, who demonstrates the pie dough rolling technique, work for?	Classic Cooks Catering	BB6M0hveo78	[ "BB6M0hveo78_____1.mp4" ]
007834ed-0835-4df9-aea2-ca5e62d4d8fd	What color are the three parallel rollers mounted on the specialized laminator tool that is used after the manual smoothing of the white paper?	blue	G-28Wl2f24I	[ "G-28Wl2f24I_____7.mp4" ]
afad61d7-f899-4544-be59-342c81d8be4d	What replacement text appears in place of the second instance of 'Barker and Gower' during the paragraph editing process that occurs after the orange rectangular outlines are shown?	The authors	4S9ON4v5ldY	[ "4S9ON4v5ldY_____2.mp4" ]
7fe1c2bd-dbd0-4fa3-b75d-82ca481a4d71	What brand name appears in raised silver letters on the black suspension arms visible under the lifted Tahoe after the chrome traction bars are installed?	BDS	tsGWcebzU6w	[ "tsGWcebzU6w_____8.mp4" ]
5b222890-dbe5-481b-821a-22eabfb3e595	What metallic finish characterizes the Celtic knot cross charm shown in the extreme close-up shots after the woman explains the craft project while standing near the window with horizontal blinds?	Silver-toned	cxtzSZN5TuM	[ "cxtzSZN5TuM_____2.mp4" ]
9288857d-6603-496c-8f35-c9077a906c87	What brand name appears on the clear protective covering roll that is used alongside the Artist Paper Pad containing 25 neon sheets?	IDEAL CLEAR PROTECTIVE COVER	SkQt6T1apEA	[ "SkQt6T1apEA_____1.mp4" ]
517178d4-fed4-413d-84d4-b9a3da1e962f	What are the N-P-K ratio numbers displayed on the white Dyna-Gro liquid plant food jug that was used to create the green nutrient solution?	7-9-5	b7u0NBnin3w	[ "b7u0NBnin3w_____5.mp4" ]
e4e4f97a-c4ff-4bac-a49f-554ae6cda038	What time is displayed on the digital clock of the stove when the man in the orange tank top places the aluminum foil-covered pie dish onto the burner grate?	12:00	Hb_-Kzj5vkA	[ "Hb_-Kzj5vkA_____8.mp4" ]
2986a191-80a8-44c0-8bc3-e9762f6e0f16	What kitchen appliance is mounted above the stovetop in the background where the woman wearing the gold necklace with small pendant demonstrates the refrigerator troubleshooting?	Built-in microwave oven	zGlzl-VFIa4	[ "zGlzl-VFIa4_____1.mp4" ]
8ef7d4c3-40fe-44ce-b766-2895e9ecb306	What color are the indicator lights labeled 'READY' and 'POWER' respectively on the beige laminator with the rotary temperature dial?	Green for READY, red for POWER	f9iZd0onmNQ	[ "f9iZd0onmNQ_____1.mp4" ]
b741a07a-9e9e-4dfc-aa8a-5376b5a369bf	What is the exact net weight listed on the Enoki Mushroom package that was pointed to after the Korean sweet potato noodles were displayed?	200g / 7oz	_wJYtWqd2Qs	[ "_wJYtWqd2Qs_____5.mp4" ]
f02a6515-7bd5-4bc2-9c39-bd33171a932a	What specific product name appears on the plastic bag label that is displayed after the hand touches the cocoa-filled jar rim?	Medium Dark Cocoa	-ibp0x4UWDM	[ "-ibp0x4UWDM_____4.mp4" ]
240d4f53-7acc-4e8c-aeb4-91f9c1958ed4	What website URL is displayed on the final screen after the omelet with red tomatoes and green spinach is garnished with minced chives?	www.wolfepit.blogspot.com	cE_pLzWbFOI	[ "cE_pLzWbFOI_____3.mp4" ]
6f0e8f02-26f8-4ae9-a560-3815c30fc38e	What color is the wristwatch worn by the woman in the fox t-shirt that appears when the recipe graphic for Watermelon Splash is shown?	Blue with yellow dial	yaJDBi9pkQE	[ "yaJDBi9pkQE_____2.mp4" ]
5114dffd-f0d4-48ce-87fd-562ca0cfd725	When the decorator switches from the white piping bag to the green piping bag while adding foliage around the red roses, what specific nozzle shape is mentioned for the green frosting tool?	Leaf-shaped nozzle	Lcke-OIIiHw	[ "Lcke-OIIiHw_____3.mp4" ]
3dd85b39-496a-4b67-9c39-e7d49f234e43	What specific household item is listed as a substitute for cable needles on the informational slide that appears after the demonstration with the light-blue metal knitting needles?	Straightened paperclip	4nP2W_hByPA	[ "4nP2W_hByPA_____1.mp4" ]
4d78523c-39d9-4685-b1f1-cac17b0620f1	What color trim decorates the toque blanche worn by the chef who holds both a yellow and green lemon while explaining the cleaning process?	Red	LRzncjieYo8	[ "LRzncjieYo8_____1.mp4" ]
086eaed7-4a8f-4268-a20e-abdc54e59804	What four-letter word is embroidered on the mint-green eye mask that was stored in the same drawer as the zebra-striped slippers?	SLEEP TIGHT	WgCHhcrKdQY	[ "WgCHhcrKdQY_____4.mp4" ]
ab9cdbf1-2487-479a-860c-6a4cb50e73ef	What specific vitamin is mentioned alongside vitamin A as being responsible for boosting the immune system in banana tea after the potassium benefits for heart health are discussed?	vitamin C	i3eV3LvHIRU	[ "i3eV3LvHIRU_____2.mp4", "i3eV3LvHIRU_____3.mp4" ]
05d8a186-1014-486d-92f9-b32ae65039b0	What is the complete brand name printed in purple lettering on the bread packaging that the woman shows to the camera before cutting the crusts to make breadcrumbs?	Rudi's organic bakery	6FbZlYpdP78	[ "6FbZlYpdP78_____3.mp4" ]
2deaf64a-ff27-4a3b-ba86-0c4c548bff98	What color temperature difference is demonstrated when the puck light is held next to the illuminated stick lights for comparison?	The puck light emits warm, pinkish-white glow while the stick lights emit bright, cool white light	gDvuynayCdE	[ "gDvuynayCdE_____6.mp4" ]
c2e535f8-519e-40d3-9388-b7a115febddd	What appliance brand name is visible when the technician kneels beside the dishwasher during the control panel reassembly process?	Samsung	21fpQOzf5e0	[ "21fpQOzf5e0_____2.mp4", "21fpQOzf5e0_____4.mp4" ]
10fd4e4c-df1b-4d4c-91c2-379268ebac43	What website watermark appears when the granola is first shown spilling from the glass jar but disappears when the jar is repositioned upright?	Wannabeachef.com	_CLIWz0_j4E	[ "_CLIWz0_j4E_____1.mp4" ]
1ee8ad7e-97dc-480b-908f-66e13daaed0f	What is the train number displayed on the black steam locomotive that Colonel Sanders is standing on while looking down at a woman in a mustard-yellow coat?	77	QtzC72Qkxwc	[ "QtzC72Qkxwc_____1.mp4" ]
698351a8-b5fe-4e3a-92c1-5d9b501be7ca	What specific measurement marking is visible on the glass measuring cup used after splitting the vanilla beans on the wooden cutting board?	1 CUP	kBJUgQFg4vI	[ "kBJUgQFg4vI_____2.mp4" ]
05e93b23-a181-430e-b407-86c436f94fb7	What cooking utensil is used to apply oil to the pearl onion skewers after water is sprinkled on the other vegetables during grilling?	Red silicone basting brush	9ijPr0iqlb8	[ "9ijPr0iqlb8_____3.mp4", "9ijPr0iqlb8_____4.mp4" ]
170b4289-97de-4d6b-b963-2eaaeb649116	What specific workshop-related badge is pinned to the apron of the woman who uses the Andy Paint Pot bucket for cutting in around the tiled areas?	ASK ME ABOUT D.I.Y. WORKSHOPS	UQC1uhblkYA	[ "UQC1uhblkYA_____2.mp4" ]
0f7e7a84-ef3b-4cbf-ac8f-d1fe3ff1b43e	What brand logo appears on the dark brown sugar package used to make the syrup in the second cooking pan?	A.M. with a stylized green leaf inside a circle	Gvrs9LMTPJw	[ "Gvrs9LMTPJw_____3.mp4" ]
5d831839-95d8-4085-b23a-416e941b8450	What product name and count appear on the white cardboard box that is displayed before placing the completed bow ties into the blue storage container?	Great Value Smoothie Straws 40	VqLrulrh_5I	[ "VqLrulrh_5I_____18.mp4" ]
9bf272cc-106b-4fa8-b103-939e9944c62e	What certification marks are displayed on the motor casing that gets replaced during the drive motor replacement procedure?	UL and CSA	PIZcUAguuIk	[ "PIZcUAguuIk_____4.mp4" ]
811bdd37-ac1d-4c2d-bdbb-a672d2143ddd	What is the name of the website displayed on the closing screen after Lorraine demonstrates treating the grass stain with the clear spray bottle?	loveyourclothes.org.uk/stain-removal	FTMzBCJRFHQ	[ "FTMzBCJRFHQ_____1.mp4" ]
9427a951-ff24-4311-86fd-8935a2b54afa	What website URL is displayed when the woman wearing the turquoise pendant necklace is speaking in front of the colorful puzzle piece artwork?	RockyBarragan.com	8om7gHeSnaI	[ "8om7gHeSnaI_____1.mp4", "8om7gHeSnaI_____3.mp4" ]
96ec6edd-6117-45e4-95fa-a2e60c8cf53a	What specific room assignment label appears on the circular token that the toddler in the blue and white striped shirt places on the chart?	Family Room	7fv0i8B7UBk	[ "7fv0i8B7UBk_____2.mp4" ]
2da78f25-9cfe-4b2f-b7c5-a357a2b9ad00	What specific type of mushrooms does the chef add to the cast iron skillet after explaining the cooking process while standing near the stainless steel blender?	White button mushrooms	Lq4GjyCisbI	[ "Lq4GjyCisbI_____1.mp4" ]
1660b4a7-0546-4918-932f-85554010cbf8	What color are the diagonal bands in the X-shaped graphic that appears when transitioning from teaspoons to milliliters conversion to the milliliters to teaspoons section?	Blue and white	sIlXGFrNbqs	[ "sIlXGFrNbqs_____1.mp4", "sIlXGFrNbqs_____2.mp4" ]
86e65fbf-cc3f-4432-90f3-8d91b13912aa	What is the exact model designation printed on the secondary label below the CENTRAL MACHINERY brand on the machine used for creating the U-channel?	30" METAL BRAKE WITH CLAMP	NqPeCFXKHfo	[ "NqPeCFXKHfo_____8.mp4" ]
f263e666-2544-490a-8f92-13666fd61081	What brand of hot sauce does the bartender with the white pen in his denim apron pocket use when making the cocktail after rimming the glass with the light-brown granular substance?	Tabasco	MSvBGAdYacc	[ "MSvBGAdYacc_____1.mp4" ]
607a9821-3b1e-4121-bd4a-9fd649c3ea1a	What website domain is printed on the gypsum powder sacks that are stacked behind the woman who wears turquoise bangles while packing chalk into cardboard boxes?	SAMTRADELINK.COM	qzc-wd7UPFU	[ "qzc-wd7UPFU_____1.mp4", "qzc-wd7UPFU_____4.mp4" ]
cd503f0c-6bf4-4855-8272-f750866f88e0	What is the maximum side-to-side degree tolerance specified in the printed safety document that appears before the outdoor RV leveling demonstration?	3 degrees	CiUaNXEAaSQ	[ "CiUaNXEAaSQ_____1.mp4" ]
15fcc55b-570a-4a38-90d1-08b222a5eeb1	What brand of tea box did the man show while wearing the dark gray hoodie with the white 'R' logo on Day 10?	3 Ballerina Herbal Tea	ie0POIJ8VgI	[ "ie0POIJ8VgI_____23.mp4" ]
314ef3f7-b292-4a46-b4f4-f00d9c3e711d	What color variations are visible in the shredded memory foam clusters after the person wearing the plaid shirt opens the inner fabric sack?	Off-white with pale mint green patches	W-ZvFQC3jK4	[ "W-ZvFQC3jK4_____1.mp4", "W-ZvFQC3jK4_____3.mp4" ]
9af9b4d6-e62f-4ec4-bd05-7d2fb37d69a2	What is the specific word that appears on the white book spines with green lettering on the lower shelf behind the veterinarian who discusses New Zealand Green Lipped Mussel supplementation?	SECRETS	Ua-0WEJUE0w	[ "Ua-0WEJUE0w_____1.mp4" ]
7b5278e2-7cf3-47a5-9665-71f7fd597f37	What color is the plastic pot containing the small struggling plant with yellowing leaves that contrasts with the larger thriving plant growing against the red brick wall?	Dark blue	eRWCc8bmylk	[ "eRWCc8bmylk_____3.mp4" ]
f2f3cb04-072e-4269-b292-da28a9592873	What color is the nail polish on the hand that examines the Prayer Plant when the overlay text changes from '2 months later' to '3 months later'?	Black	e8qxFkKFWOA	[ "e8qxFkKFWOA_____1.mp4", "e8qxFkKFWOA_____2.mp4" ]
15cab198-abd3-4d2b-a37b-4e4190a1cbe6	What is the website address that appears after the purple heart logo animation when the woman finishes showing the broken piece of cake with chocolate swirl?	www.DarciDecorates.com	kh6JMca44Xo	[ "kh6JMca44Xo_____1.mp4" ]
958de06c-1ce7-42de-9792-6c635488ea43	What temperature reading is displayed on the digital screen of the white thermal laminator when the business card pouch is fed into it?	100°C	f9iZd0onmNQ	[ "f9iZd0onmNQ_____1.mp4" ]
6c4416f7-f92a-420e-9225-9736f8b399c1	What is the third word highlighted in the 'Feel - Felt - Found' graphic series that appears during the animated woman's presentation, and what does the accompanying stick figure do in that final graphic?	Found, and the stick figure gives a thumbs-up while leaning on a large glossy green checkmark	V_CFwLuq_54	[ "V_CFwLuq_54_____4.mp4" ]
b1098bed-45a8-4ed8-876c-1a9841c4072a	What word appears in the speech bubble of the character holding a scythe when confronting the figure labeled 'Life'?	rude	JdyTICHLZXA	[ "JdyTICHLZXA_____4.mp4" ]
dc5ae50c-8adb-49ec-bbb9-c6ff041ed232	What type of timepiece is visible on the wrist of the person threading the black nylon webbing through the D-ring on the tactical backpack?	Heavy metallic link watch with brushed steel finish and dark face	zVmhG4LX3Jg	[ "zVmhG4LX3Jg_____2.mp4", "zVmhG4LX3Jg_____3.mp4" ]

End of preview. Expand in Data Studio

XVBench

XVBench is a benchmark for evaluating multimodal retrieval-augmented generation systems on cross-video understanding. It is introduced alongside the paper VimRAG: Navigating Massive Visual Context in Retrieval-Augmented Generation via Multimodal Memory Graph.

The questions in XVBench are created based on videos from HowTo100M, a large-scale corpus of narrated instructional videos. The benchmark focuses on questions that require models or agents to retrieve and reason over video evidence from this large video corpus. Compared with single-video QA, XVBench is designed to test whether a system can find the relevant visual clips, preserve fine-grained visual details, and answer questions that depend on information distributed across video segments.

Dataset Summary

Task: open-ended question answering over large video corpus
Language: English
Source video corpus: HowTo100M
License: CC BY 4.0

Each example contains a question, a ground-truth answer, the source video identifier, and one or more reference video clips that support the answer.

Download XVBench

You can load the annotation file directly with datasets or clone the Hugging Face dataset repository directly:

git lfs install
git clone https://huggingface.co/datasets/Alibaba-NLP/XVBench

Download HowTo100M Video Corpus

XVBench provides question-answer annotations and reference clip filenames. To use the benchmark with the original video evidence, please download the corresponding source videos from the HowTo100M official website and follow the HowTo100M usage instructions. The video_name and reference fields in xvbench.jsonl are used to identify the source video and supporting clips.

Video Preprocess

We provide split_video.sh, a simplified video preprocessing script following the same fixed-duration splitting strategy as the VRAG video corpus pipeline. It converts non-MP4 videos to temporary MP4 files when needed, splits each source video into 60-second clips by default, and writes filenames in the same format as the reference field: video_id_____1.mp4, video_id_____2.mp4, and so on.

./split_video.sh -i /path/to/howto100m/videos -o ./video_chunks -d 60

Dataset Structure

The dataset is provided as xvbench.jsonl. Each line is a JSON object with the following fields:

Field	Type	Description
`qid`	string	Unique question identifier.
`query`	string	Natural-language question.
`gt`	string	Ground-truth answer.
`video_name`	string	Identifier of the source video.
`reference`	list[string]	Supporting video clip filename(s) for the question.

Citation

If you use this dataset, please cite the accompanying paper:

@article{wang2026vimrag,
  title={VimRAG: Navigating Massive Visual Context in Retrieval-Augmented Generation via Multimodal Memory Graph},
  author={Wang, Qiuchen and Wang, Shihang and Zeng, Yu and Zhang, Qiang and Zhang, Fanrui and Guo, Zhuoning and Zhang, Bosi and Huang, Wenxuan and Chen, Lin and Chen, Zehui and others},
  journal={arXiv preprint arXiv:2602.12735},
  year={2026}
}

Downloads last month: 20

Collection including Alibaba-NLP/xvbench

VRAG

Collection

6 items • Updated 28 days ago • 11

Paper for Alibaba-NLP/xvbench

VimRAG: Navigating Massive Visual Context in Retrieval-Augmented Generation via Multimodal Memory Graph

Paper • 2602.12735 • Published Feb 13 • 8