Wearables AI Workshop - ECCV 2026
Collection
🏆 Datasets and models of Winning solutions for the EgoLongQA and EgoProactive - Meta Wearable AI Grand Challenge (ECCV 2026). • 6 items • Updated
Datasets:
index int64 0 699 | video_id stringlengths 16 16 | question stringlengths 65 362 | mcq_options_shuffled stringlengths 19 1.31k | answer stringclasses 4
values | answer_original stringclasses 4
values | category stringclasses 13
values | num_frames int64 100 100 |
|---|---|---|---|---|---|---|---|
0 | 00cdb8ca10c069f8 | After I left the grassy trail that ran alongside the flooded marsh, what was the first man-made structure I encountered on the paved section of my walk? | A. A stone wall on the right side of the paved area near the parking lot. B. A concrete bench on the left side of the path. C. A brown trash can on the left side of the path by the curved road. D. A wooden post standing at the edge of the paved walkway. | B | C | Sightseeing | 100 |
0 | 00cdb8ca10c069f8 | After I left the grassy trail that ran alongside the flooded marsh, what was the first man-made structure I encountered on the paved section of my walk? | A. A wooden post standing at the edge of the paved walkway. B. A brown trash can on the left side of the path by the curved road. C. A stone wall on the right side of the paved area near the parking lot. D. A concrete bench on the left side of the path. | D | C | Sightseeing | 100 |
1 | 016c4ad8fda54a97 | What type of recreational area did I encounter after passing the child on the scooter and descending the stairs? | A. A fenced playground with swings. B. A fenced sports field with a turf surface. C. A stone-walled plaza with benches and a birdbath. D. A picnic area with tables and a solar-powered trailer. | A | B | Travel-Tourism | 100 |
1 | 016c4ad8fda54a97 | What type of recreational area did I encounter after passing the child on the scooter and descending the stairs? | A. A picnic area with tables and a solar-powered trailer. B. A fenced playground with swings. C. A fenced sports field with a turf surface. D. A stone-walled plaza with benches and a birdbath. | B | B | Travel-Tourism | 100 |
2 | 017ffe52c5b5230c | After I walked past the vending machines, what was I holding when I reached the lake area? | A. A smartphone B. A blue umbrella C. A red shirt D. A gray cup | D | C | Hiking-Outdoors | 100 |
2 | 017ffe52c5b5230c | After I walked past the vending machines, what was I holding when I reached the lake area? | A. A blue umbrella B. A gray cup C. A smartphone D. A red shirt | B | C | Hiking-Outdoors | 100 |
3 | 0207cc5be310f3ba | What scent was the first candle I picked up, and what shape were the discounted candles I examined later in the seasonal section? | A. Alpine Santal; cylindrical. B. Cashmere Vanilla; square-shaped. C. Fireside Glow; pumpkin-shaped. D. Cashmere Vanilla; pumpkin-shaped. | D | B | Shopping | 100 |
3 | 0207cc5be310f3ba | What scent was the first candle I picked up, and what shape were the discounted candles I examined later in the seasonal section? | A. Cashmere Vanilla; square-shaped. B. Fireside Glow; pumpkin-shaped. C. Alpine Santal; cylindrical. D. Cashmere Vanilla; pumpkin-shaped. | D | B | Shopping | 100 |
4 | 02216818d2099c04 | After passing a baseball field and then a soccer field in the park, what building did I see on the street outside? | A. El Museo del Barrio B. Solomon R. Guggenheim Museum C. Museum of the City of New York D. The Metropolitan Museum of Art | C | B | Sightseeing | 100 |
4 | 02216818d2099c04 | After passing a baseball field and then a soccer field in the park, what building did I see on the street outside? | A. El Museo del Barrio B. Museum of the City of New York C. Solomon R. Guggenheim Museum D. The Metropolitan Museum of Art | B | B | Sightseeing | 100 |
6 | 02fb50a660ff1072 | What did the historical marker I read at the entrance say about the 'wooden' railings I later saw on the stone bridge? | A. They were carved from local timber by the Cagle family, who operated the original 1828 mill mentioned on the marker. B. They were built by Bob Hashes using materials from the Ashley County plantation, as noted in the marker’s details about the millstones. C. They were made of concrete using the faux bois (fake wood)... | C | C | Sightseeing | 100 |
6 | 02fb50a660ff1072 | What did the historical marker I read at the entrance say about the 'wooden' railings I later saw on the stone bridge? | A. They were built by Bob Hashes using materials from the Ashley County plantation, as noted in the marker’s details about the millstones. B. They were designed by Frank Carmean as part of the park’s 1933 construction, according to the marker’s description of the landscaping. C. They were carved from local timber by th... | D | C | Sightseeing | 100 |
7 | 032392866755963e | When I first arrived, I saw a red car parked alone near the museum building. Later, as I walked back toward the museum along a tree-lined path, I saw the same red car again. What was different about the red car’s situation the second time? | A. The American flag that was previously behind it was missing. B. It was now parked closer to the white gazebo, with the orange tree behind it. C. Fallen leaves had accumulated on its roof and hood. D. A black car was parked next to it. | D | C | Travel-Tourism | 100 |
7 | 032392866755963e | When I first arrived, I saw a red car parked alone near the museum building. Later, as I walked back toward the museum along a tree-lined path, I saw the same red car again. What was different about the red car’s situation the second time? | A. Fallen leaves had accumulated on its roof and hood. B. The American flag that was previously behind it was missing. C. It was now parked closer to the white gazebo, with the orange tree behind it. D. A black car was parked next to it. | D | C | Travel-Tourism | 100 |
9 | 0391ffc9c8c38c67 | What was the name on the first sign I saw after stepping onto the sidewalk, and what speed limit was indicated on the last sign I saw before stepping off the sidewalk? | A. Jesse Bolling Hall; 30 B. Pedestrian Crossing; 25 C. Stop Sign; 25 D. Jesse Bolling Hall; 25 | D | C | Daily Activities | 100 |
9 | 0391ffc9c8c38c67 | What was the name on the first sign I saw after stepping onto the sidewalk, and what speed limit was indicated on the last sign I saw before stepping off the sidewalk? | A. Jesse Bolling Hall; 30 B. Jesse Bolling Hall; 25 C. Pedestrian Crossing; 25 D. Stop Sign; 25 | B | C | Daily Activities | 100 |
11 | 03fb89df97cc9908 | After I left the store and started driving, I used my phone to search for something. What did I search for, and what dashboard warning prompted this search? | A. I searched for 'auto parts', prompted by the 'Service Tire Monitor System' warning on the dashboard. B. I searched for 'local auto repair shops', prompted by the 'Service Tire Monitor System' warning on the dashboard. C. I searched for 'tire pressure sensor replacement', prompted by the 'Service Tire Monitor System'... | A | C | Hobbies-Daily Activities | 100 |
11 | 03fb89df97cc9908 | After I left the store and started driving, I used my phone to search for something. What did I search for, and what dashboard warning prompted this search? | A. I searched for 'auto parts', prompted by the 'Service Tire Monitor System' warning on the dashboard. B. I searched for 'local auto repair shops', prompted by the 'Service Tire Monitor System' warning on the dashboard. C. I searched for 'seat belt extender', prompted by the 'Buckle Seat Belt' warning on the dashboard... | A | C | Hobbies-Daily Activities | 100 |
12 | 056734786b556b0f | What was the design on the station roof sign before I attached the station to the track, and what design replaced it after the station was on the track? | A. The roof initially had a sign with a burger, fish, and coffee cup; it was later replaced with a sign showing a music note. B. The roof initially had a sign showing the numbers 1, 2, 3; it was later replaced with a sign with a burger, fish, and coffee cup. C. The roof initially had a sign with a green arrow; it was l... | D | C | Daily Activities | 100 |
12 | 056734786b556b0f | What was the design on the station roof sign before I attached the station to the track, and what design replaced it after the station was on the track? | A. The roof initially had a sign with a green arrow; it was later replaced with a sign showing a sun and water drop. B. The roof initially had a sign with a burger, fish, and coffee cup; it was later replaced with a sign showing a music note. C. The roof initially had a sign showing the numbers 1, 2, 3; it was later re... | D | C | Daily Activities | 100 |
13 | 059a88dee3d0bddc | Which ingredient that I retrieved from the refrigerator did I chop and add to the pan with ground meat before using the last of the tomato sauce? | A. Oranges B. Limes C. Cucumbers D. Carrots | D | C | Daily Activities | 100 |
13 | 059a88dee3d0bddc | Which ingredient that I retrieved from the refrigerator did I chop and add to the pan with ground meat before using the last of the tomato sauce? | A. Oranges B. Cucumbers C. Limes D. Carrots | D | C | Daily Activities | 100 |
14 | 06615b19ef5373ca | Which did I paint first, the house's exterior siding or the adjacent wooden fence, and what visual evidence in the video indicates the order? | A. Both the siding and fence were painted at the same time; the roller is seen alternating between the two surfaces in consecutive frames, indicating no distinct order. B. The exterior siding; the paint cans and mouse traps are placed next to the siding in the opening frames, suggesting painting started there before mo... | D | C | Daily Activities | 100 |
14 | 06615b19ef5373ca | Which did I paint first, the house's exterior siding or the adjacent wooden fence, and what visual evidence in the video indicates the order? | A. The exterior siding; the paint cans and mouse traps are placed next to the siding in the opening frames, suggesting painting started there before moving to the fence. B. Both the siding and fence were painted at the same time; the roller is seen alternating between the two surfaces in consecutive frames, indicating ... | D | C | Daily Activities | 100 |
15 | 069e0b5942b685da | When I was in the parking lot, I noticed a tree with red leaves in the distance. Later, when I walked past that same tree up close in a grassy area, what was located beneath it? | A. A cluster of pink rocks B. A wooden bench C. A picnic table D. A yellow fire hydrant | C | B | Travel-Tourism | 100 |
15 | 069e0b5942b685da | When I was in the parking lot, I noticed a tree with red leaves in the distance. Later, when I walked past that same tree up close in a grassy area, what was located beneath it? | A. A wooden bench B. A yellow fire hydrant C. A cluster of pink rocks D. A picnic table | D | B | Travel-Tourism | 100 |
16 | 07092e5a5ee9579c | What was the name of the store with the red awning that I passed before I reached the bus stop at 8 Avenue & 60 Street? | A. GREEN PINE MARKET B. JIA JIE DISCOUNT MART C. G.E.DIGITAL PHOTO D. SUNRIDER FASHION | C | C | Sightseeing | 100 |
16 | 07092e5a5ee9579c | What was the name of the store with the red awning that I passed before I reached the bus stop at 8 Avenue & 60 Street? | A. JIA JIE DISCOUNT MART B. GREEN PINE MARKET C. G.E.DIGITAL PHOTO D. SUNRIDER FASHION | C | C | Sightseeing | 100 |
17 | 0789bad7468e72b3 | After the woman finished examining scarves, what was the first clothing item she looked at, and what was the last clothing item she interacted with in the video? | A. A pair of patterned blouses and a tan zip-up hoodie. B. A navy blazer and a green sweater. C. A dark green hoodie and a white quilted jacket. D. A gray pinstripe blazer and a pink patterned dress. | B | C | Shopping | 100 |
17 | 0789bad7468e72b3 | After the woman finished examining scarves, what was the first clothing item she looked at, and what was the last clothing item she interacted with in the video? | A. A navy blazer and a green sweater. B. A gray pinstripe blazer and a pink patterned dress. C. A pair of patterned blouses and a tan zip-up hoodie. D. A dark green hoodie and a white quilted jacket. | A | C | Shopping | 100 |
18 | 07f54b96296acdff | Between the time I saw a white van on the opposite side of the road and the time I saw a white car on the opposite side, what construction equipment did I pass on the left side of the road? | A. An orange excavator B. A yellow bulldozer C. A white dump truck D. A red crane | A | D | Hiking-Outdoors | 100 |
18 | 07f54b96296acdff | Between the time I saw a white van on the opposite side of the road and the time I saw a white car on the opposite side, what construction equipment did I pass on the left side of the road? | A. A white dump truck B. An orange excavator C. A yellow bulldozer D. A red crane | B | D | Hiking-Outdoors | 100 |
19 | 08910129d9d6ff34 | What container did I fill with water in the kitchen that I later carried through the hallway? | A. The stainless steel kettle. B. The clear water filter pitcher. C. The black watering can. D. The copper pot from the sink. | C | B | Gardening | 100 |
19 | 08910129d9d6ff34 | What container did I fill with water in the kitchen that I later carried through the hallway? | A. The copper pot from the sink. B. The clear water filter pitcher. C. The stainless steel kettle. D. The black watering can. | D | B | Gardening | 100 |
21 | 09293dae75c227b2 | Why did I open the refrigerator near the end of the video, and what earlier activity prompted this? | A. I opened the refrigerator to get milk for the iced tea I was preparing with the tea bag and tumbler earlier. B. I opened the refrigerator to store the leftover tea from the stainless steel tumbler I had rinsed at the sink. C. I opened the refrigerator to put away the electric kettle after it finished boiling water f... | D | C | Daily Activities | 100 |
21 | 09293dae75c227b2 | Why did I open the refrigerator near the end of the video, and what earlier activity prompted this? | A. I opened the refrigerator to put away the electric kettle after it finished boiling water for the tea. B. I opened the refrigerator to store the ice trays I had filled with water at the sink earlier. C. I opened the refrigerator to get milk for the iced tea I was preparing with the tea bag and tumbler earlier. D. I ... | B | C | Daily Activities | 100 |
22 | 09ea3872eb883ec1 | Later in my walk, I saw a tram with an illustration on its side. What was the illustration, and which earlier landmark did it correspond to? | A. The tram had an illustration of the White Rabbit, which corresponded to the White Rabbit statue I passed earlier near the circular fountain. B. The tram had an illustration of a caucus race, which corresponded to the 'Run your best caucus race!' sign I saw earlier. C. The tram had an illustration of a dodo bird, whi... | A | C | Travel-Tourism | 100 |
22 | 09ea3872eb883ec1 | Later in my walk, I saw a tram with an illustration on its side. What was the illustration, and which earlier landmark did it correspond to? | A. The tram had an illustration of the White Rabbit, which corresponded to the White Rabbit statue I passed earlier near the circular fountain. B. The tram had an illustration of a dodo bird, which corresponded to the dodo bird sign I saw earlier near the grassy hill. C. The tram had an illustration of a caucus race, w... | A | C | Travel-Tourism | 100 |
23 | 0a7538816b38423d | Earlier I saw a building with a sign reading 'Jerry's Rogue River Museum & Gift Shop'. Later, at a different location, I read a sign indicating where that museum is situated relative to my current position. What did the later sign say about the museum's location? | A. The sign said the museum was 'In the same building' as the tour office. B. The sign said the museum was 'Right across the street' from the tour office. C. The sign said the museum was 'Next to the dock' where the jet boats are moored. D. The sign said the museum was 'Behind the main parking lot' near the forested hi... | B | B | Shopping | 100 |
23 | 0a7538816b38423d | Earlier I saw a building with a sign reading 'Jerry's Rogue River Museum & Gift Shop'. Later, at a different location, I read a sign indicating where that museum is situated relative to my current position. What did the later sign say about the museum's location? | A. The sign said the museum was 'Next to the dock' where the jet boats are moored. B. The sign said the museum was 'Right across the street' from the tour office. C. The sign said the museum was 'In the same building' as the tour office. D. The sign said the museum was 'Behind the main parking lot' near the forested hi... | B | B | Shopping | 100 |
24 | 0b38cc26c3cf4364 | I moved an object from the floor to the kitchen island during the video. What was the object and where was it first located? | A. A blue circular lid; on the wooden floor near the stove. B. A blue circular lid; on the pantry shelf next to the refrigerator. C. A clear plastic bowl; on the wooden floor near the stove. D. A glass jar with off-white substance; on the wooden floor near the dishwasher. | A | C | Daily Activities | 100 |
24 | 0b38cc26c3cf4364 | I moved an object from the floor to the kitchen island during the video. What was the object and where was it first located? | A. A blue circular lid; on the wooden floor near the stove. B. A glass jar with off-white substance; on the wooden floor near the dishwasher. C. A clear plastic bowl; on the wooden floor near the stove. D. A blue circular lid; on the pantry shelf next to the refrigerator. | A | C | Daily Activities | 100 |
25 | 0b941d85cf228741 | What institution was associated with the building visible behind the Christmas tree I saw in the park, and what signage later on the street confirmed this? | A. The CityMD clinic, confirmed by 'CityMD' signage on Madison Avenue. B. The Rockefeller Center, confirmed by 'ROCK' signage on a construction-covered building. C. The Bank of America, confirmed by 'Bank of America Winter Village' banner near the ice rink. D. The New York Public Library, confirmed by 'New York Public ... | D | C | Travel-Sightseeing (Outdoors) | 100 |
25 | 0b941d85cf228741 | What institution was associated with the building visible behind the Christmas tree I saw in the park, and what signage later on the street confirmed this? | A. The CityMD clinic, confirmed by 'CityMD' signage on Madison Avenue. B. The Rockefeller Center, confirmed by 'ROCK' signage on a construction-covered building. C. The New York Public Library, confirmed by 'New York Public Library' banners on buildings along the street. D. The Bank of America, confirmed by 'Bank of Am... | C | C | Travel-Sightseeing (Outdoors) | 100 |
26 | 0c2a202bcee2ec87 | After I first saw the Willis Tower and Graceland replicas in Miniland, I later climbed a series of stairs with green treads and blue railings. What was the name of the attraction I reached at the top of those stairs, and what Miniland landmark did I view just before I started climbing? | A. Ninjago The Ride; the United States Capitol building. B. LEGO City Water Playground; the Lincoln Memorial. C. Miniland Delights; the Jefferson Memorial. D. LEGO Castle; the Washington Monument. | A | C | Sightseeing | 100 |
26 | 0c2a202bcee2ec87 | After I first saw the Willis Tower and Graceland replicas in Miniland, I later climbed a series of stairs with green treads and blue railings. What was the name of the attraction I reached at the top of those stairs, and what Miniland landmark did I view just before I started climbing? | A. LEGO Castle; the Washington Monument. B. LEGO City Water Playground; the Lincoln Memorial. C. Ninjago The Ride; the United States Capitol building. D. Miniland Delights; the Jefferson Memorial. | C | C | Sightseeing | 100 |
27 | 0cf8454cd2d6f863 | Which character did I first see on a large digital screen and later encounter as a physical statue near the stairs? | A. Kirby B. Mario C. Link D. Pikachu | B | D | Travel-Sightseeing (Indoors) | 100 |
27 | 0cf8454cd2d6f863 | Which character did I first see on a large digital screen and later encounter as a physical statue near the stairs? | A. Link B. Mario C. Kirby D. Pikachu | B | D | Travel-Sightseeing (Indoors) | 100 |
29 | 0df064a955d50897 | After I attached the green mesh to the metal posts, what tool did I use to separate the roll, and where was the remaining roll afterward? | A. I used a utility knife to cut the mesh, and the remaining roll was left on the ground near the white chicken coop. B. I used scissors to cut the mesh, and the remaining roll was set on the ground beside the trampoline. C. I used scissors to cut the mesh, and the remaining roll was left on the ground near the white c... | C | C | Gardening | 100 |
29 | 0df064a955d50897 | After I attached the green mesh to the metal posts, what tool did I use to separate the roll, and where was the remaining roll afterward? | A. I used a utility knife to cut the mesh, and the remaining roll was left on the ground near the white chicken coop. B. I used my hands to tear the mesh, and the remaining roll was left near the yellow bucket by the wooden coop. C. I used scissors to cut the mesh, and the remaining roll was left on the ground near the... | C | C | Gardening | 100 |
30 | 0efc268990f5588b | After removing the original alloy wheel, why did I need to get lug nuts from the plastic bag on the ground instead of reusing the ones I had just removed? | A. I stripped the threads on two of the original lug nuts while loosening them, so I replaced all five with new ones from the plastic bag. B. The original lug nuts were misplaced after I set them on the wet concrete, so I used the spare set from the plastic bag to continue the job. C. The alloy wheel lug nuts had a dec... | D | B | Daily Activities | 100 |
30 | 0efc268990f5588b | After removing the original alloy wheel, why did I need to get lug nuts from the plastic bag on the ground instead of reusing the ones I had just removed? | A. The original lug nuts were misplaced after I set them on the wet concrete, so I used the spare set from the plastic bag to continue the job. B. The alloy wheel lug nuts had a decorative chrome finish that would clash with the black steel wheels, so I switched to matte black nuts from the bag. C. The steel replacemen... | C | B | Daily Activities | 100 |
31 | 0f1e1d0da216585c | Earlier I saw a sign for the Old Stage Road that mentioned Rocky Mount as a stop where horses were changed; which family did I later learn owned Rocky Mount in the 19th century? | A. The Cobb family B. The Sevier family C. The Massengill family D. The Bean family | C | C | Travel-Tourism | 100 |
31 | 0f1e1d0da216585c | Earlier I saw a sign for the Old Stage Road that mentioned Rocky Mount as a stop where horses were changed; which family did I later learn owned Rocky Mount in the 19th century? | A. The Massengill family B. The Bean family C. The Cobb family D. The Sevier family | A | C | Travel-Tourism | 100 |
32 | 0f5a78b48827083d | Early in the video, I saw a museum with blue banners; later, I walked under scaffolding past a bakery. What were the names of the museum and the bakery? | A. Mount Sinai Doctors; Patis B. Museum of Illusions; Dallas BBQ C. Museum of Illusions; Odd Fellows D. Museum of Illusions; Patis | D | C | Sightseeing | 100 |
32 | 0f5a78b48827083d | Early in the video, I saw a museum with blue banners; later, I walked under scaffolding past a bakery. What were the names of the museum and the bakery? | A. Museum of Illusions; Odd Fellows B. Museum of Illusions; Patis C. Mount Sinai Doctors; Patis D. Museum of Illusions; Dallas BBQ | B | C | Sightseeing | 100 |
33 | 0fe0ca9e8cfad75f | Which dog did I take outside, and where was the other dog last seen indoors? | A. The gray dog with the leopard vest; the white dog on the gray couch. B. The white dog; the gray dog on the curved loveseat. C. The white dog; the gray dog on the beige recliner. D. The gray dog with the leopard vest; the white dog near the Christmas tree. | A | C | Pets, social gatherings with friends and family | 100 |
33 | 0fe0ca9e8cfad75f | Which dog did I take outside, and where was the other dog last seen indoors? | A. The gray dog with the leopard vest; the white dog near the Christmas tree. B. The white dog; the gray dog on the curved loveseat. C. The gray dog with the leopard vest; the white dog on the gray couch. D. The white dog; the gray dog on the beige recliner. | C | C | Pets, social gatherings with friends and family | 100 |
34 | 10551b47266ed669 | When I first saw the 'SPEED BUMP 15' sign, what was on the road to my left, and how did it differ the second time I saw the same sign? | A. First time, there were parked cars and residential houses; second time, there was a construction site with a red dumpster, workers in red shirts, and traffic cones. B. First time, there were parked cars and a silver SUV with a person standing next to it; second time, there was a construction site with orange traffic... | A | C | Hiking-Outdoors | 100 |
34 | 10551b47266ed669 | When I first saw the 'SPEED BUMP 15' sign, what was on the road to my left, and how did it differ the second time I saw the same sign? | A. First time, there were parked cars and a silver SUV with a person standing next to it; second time, there was a construction site with orange traffic cones and a fallen black barrier. B. First time, there was a construction site with a red dumpster, workers in red shirts, and traffic cones; second time, there were p... | D | C | Hiking-Outdoors | 100 |
35 | 11169ccb03d4be05 | Early in my walk, I saw a sign explaining a dendrometer band that mentioned NYC trees' annual carbon storage. Later, I passed an area with a chalkboard stating it was resting for winter and an entrance sign. What is the name of this area, and what was the carbon storage figure from the earlier sign? | A. Children's Garden; 12 million tons of carbon B. Children's Garden; 1.2 million tons of carbon C. Smart Water Garden; 120,000 tons of carbon D. Discovery Garden; 1.2 million tons of carbon | B | B | Travel-Sightseeing (Outdoors) | 100 |
35 | 11169ccb03d4be05 | Early in my walk, I saw a sign explaining a dendrometer band that mentioned NYC trees' annual carbon storage. Later, I passed an area with a chalkboard stating it was resting for winter and an entrance sign. What is the name of this area, and what was the carbon storage figure from the earlier sign? | A. Smart Water Garden; 120,000 tons of carbon B. Discovery Garden; 1.2 million tons of carbon C. Children's Garden; 12 million tons of carbon D. Children's Garden; 1.2 million tons of carbon | D | B | Travel-Sightseeing (Outdoors) | 100 |
36 | 112df40f97bbcd42 | What did I do with the paper that had 'Wanderers' written on it after I had previously interacted with the rainbow ribbon wand? | A. I placed it on the white table next to the 'BUSINESS CYCLES' book. B. I used it to wrap the blue satin ribbon and put it in the green cardboard box. C. I picked it up from the floor and folded it. D. I tore it into small pieces and scattered them on the gray mat. | C | A | Daily Activities | 100 |
36 | 112df40f97bbcd42 | What did I do with the paper that had 'Wanderers' written on it after I had previously interacted with the rainbow ribbon wand? | A. I used it to wrap the blue satin ribbon and put it in the green cardboard box. B. I tore it into small pieces and scattered them on the gray mat. C. I placed it on the white table next to the 'BUSINESS CYCLES' book. D. I picked it up from the floor and folded it. | D | A | Daily Activities | 100 |
37 | 1143e4c2d086afa1 | After I checked the store directory, what was the number of the store I entered, and what was the price of the doorbuster item I saw inside? | A. 1250, $19.99 B. 1645, $49.95 C. 1288, $49.95 D. 1288, $79.97 | C | C | Shopping | 100 |
37 | 1143e4c2d086afa1 | After I checked the store directory, what was the number of the store I entered, and what was the price of the doorbuster item I saw inside? | A. 1250, $19.99 B. 1645, $49.95 C. 1288, $79.97 D. 1288, $49.95 | D | C | Shopping | 100 |
41 | 11ec20a79ad47910 | After passing the wooden trail post, what did I see in the distance, and what earlier trail feature was located on the same side of the trail as that post? | A. A distant clearing and a puddle on the right side of the trail. B. A distant body of water and a moss-covered tree trunk on the right. C. A rocky cliff face in the distance and an uprooted tree root mass. D. A distant body of water and an uprooted tree root mass. | D | D | Sightseeing | 100 |
41 | 11ec20a79ad47910 | After passing the wooden trail post, what did I see in the distance, and what earlier trail feature was located on the same side of the trail as that post? | A. A rocky cliff face in the distance and an uprooted tree root mass. B. A distant body of water and an uprooted tree root mass. C. A distant body of water and a moss-covered tree trunk on the right. D. A distant clearing and a puddle on the right side of the trail. | B | D | Sightseeing | 100 |
42 | 12862b1069d474fb | What plant label did I see between touching the vibrant purple berries and pointing at the insect galleries on the fallen log? | A. Canada Violet (Viola canadensis) B. Stiff Tickseed (Coreopsis verticillata) C. American Beautyberry (Callicarpa americana) D. Stiff Tickseed (Coreopsis palmata) | D | C | Sightseeing | 100 |
42 | 12862b1069d474fb | What plant label did I see between touching the vibrant purple berries and pointing at the insect galleries on the fallen log? | A. Stiff Tickseed (Coreopsis palmata) B. Stiff Tickseed (Coreopsis verticillata) C. American Beautyberry (Callicarpa americana) D. Canada Violet (Viola canadensis) | A | C | Sightseeing | 100 |
43 | 12a73e1b23a7826d | What was the first product I interacted with and the last product I interacted with in the video? | A. A unicorn-themed greeting card and a pair of dark blue jeans. B. A greeting card with a taco and margarita design and a teal short-sleeve shirt. C. A mug with 'NO COFFEE NO TALKEE' text and a teal short-sleeve shirt. D. A greeting card with a taco and margarita design and a black puffer jacket with a $1.50 price tag... | B | C | Shopping | 100 |
43 | 12a73e1b23a7826d | What was the first product I interacted with and the last product I interacted with in the video? | A. A greeting card with a taco and margarita design and a teal short-sleeve shirt. B. A greeting card with a taco and margarita design and a black puffer jacket with a $1.50 price tag. C. A unicorn-themed greeting card and a pair of dark blue jeans. D. A mug with 'NO COFFEE NO TALKEE' text and a teal short-sleeve shirt... | A | C | Shopping | 100 |
44 | 130b87bbc7e7f759 | When I opened the drawer labeled 'MAGNETIC STIR BARS' and later the drawer labeled 'ZETASIZER ESSENTIALS', what discrepancy did I observe between the labels and their contents? | A. The 'MAGNETIC STIR BARS' drawer contained Malvern Zetasizer Nano Series boxes, while the 'ZETASIZER ESSENTIALS' drawer held unrelated items like a Trypsin box and instruction manuals. B. The 'MAGNETIC STIR BARS' drawer held a vortex mixer and safety glasses, while the 'ZETASIZER ESSENTIALS' drawer contained Kimtech ... | A | C | Sightseeing | 100 |
44 | 130b87bbc7e7f759 | When I opened the drawer labeled 'MAGNETIC STIR BARS' and later the drawer labeled 'ZETASIZER ESSENTIALS', what discrepancy did I observe between the labels and their contents? | A. The 'MAGNETIC STIR BARS' drawer was empty, and the 'ZETASIZER ESSENTIALS' drawer contained only instruction manuals for a Hermle centrifuge. B. The 'MAGNETIC STIR BARS' drawer contained centrifuge tubes and nitrile gloves, while the 'ZETASIZER ESSENTIALS' drawer held the Malvern Zetasizer Nano Series boxes. C. The '... | D | C | Sightseeing | 100 |
45 | 13604bf4b9661f8b | After I saw the 'NO PED CROSSING' sign, I later passed a car wash. What was the name of the pharmacy I saw between those two points? | A. Slavsky Pharmacy B. Urson Pharmacy C. Curson Pharmacy D. Universal Pharmacy | C | B | Travel-Tourism | 100 |
45 | 13604bf4b9661f8b | After I saw the 'NO PED CROSSING' sign, I later passed a car wash. What was the name of the pharmacy I saw between those two points? | A. Universal Pharmacy B. Urson Pharmacy C. Slavsky Pharmacy D. Curson Pharmacy | D | B | Travel-Tourism | 100 |
46 | 13aea9ab404e96a6 | Earlier I saw a decorated jar from the Middle Predynastic period, and later a silver ewer from the Early Byzantine era. What is the approximate number of years between the creation of these two artifacts? | A. Approximately 1,600 years (the jar is ~3300–3100 BC, the ewer is 9th century AD). B. Approximately 5,300 years (the jar is ~5000 BC, the ewer is late 4th–early 5th century AD). C. Approximately 2,900 years (the jar is ~3300–3100 BC, the ewer is late 4th–early 5th century AD). D. Approximately 3,600 years (the jar is... | D | C | Travel-Sightseeing (Indoors) | 100 |
46 | 13aea9ab404e96a6 | Earlier I saw a decorated jar from the Middle Predynastic period, and later a silver ewer from the Early Byzantine era. What is the approximate number of years between the creation of these two artifacts? | A. Approximately 2,900 years (the jar is ~3300–3100 BC, the ewer is late 4th–early 5th century AD). B. Approximately 5,300 years (the jar is ~5000 BC, the ewer is late 4th–early 5th century AD). C. Approximately 3,600 years (the jar is ~3300–3100 BC, the ewer is late 4th–early 5th century AD). D. Approximately 1,600 ye... | C | C | Travel-Sightseeing (Indoors) | 100 |
47 | 14566bef49541482 | After I parked and walked through the gardens with signs about prepping for winter and leaving dead plant stems, what radio station was on my phone when I was still in the car? | A. Winter Garden FM 101.9 B. Wildflower Garden Radio 92.7 C. Butterfly Hits 104.1 FM D. Cincinnati's Hit Music 102 | D | B | Travel-Tourism | 100 |
47 | 14566bef49541482 | After I parked and walked through the gardens with signs about prepping for winter and leaving dead plant stems, what radio station was on my phone when I was still in the car? | A. Wildflower Garden Radio 92.7 B. Winter Garden FM 101.9 C. Butterfly Hits 104.1 FM D. Cincinnati's Hit Music 102 | D | B | Travel-Tourism | 100 |
48 | 146b8053e4a93b9c | After taking the escalator in the terminal, I later waited in a crowded area to board the ferry. What was the name of the ferry I boarded, and what object that I saw on the escalator was also visible in the boarding area? | A. The ferry was named STATEN ISLAND FERRY, and a green Statue of Liberty crown accessory was visible on both the escalator and in the boarding area. B. The ferry was named L. H. OLLIS, and a person wearing a red hoodie and Steelers cap was visible on both the escalator and in the boarding area. C. The ferry was named ... | D | D | Travel-Sightseeing (Outdoors) | 100 |
48 | 146b8053e4a93b9c | After taking the escalator in the terminal, I later waited in a crowded area to board the ferry. What was the name of the ferry I boarded, and what object that I saw on the escalator was also visible in the boarding area? | A. The ferry was named MICHAEL H. OLLIS, and an American flag was visible on both the escalator and in the boarding area. B. The ferry was named MICHAEL H. OLLIS, and a green Statue of Liberty crown accessory was visible on both the escalator and in the boarding area. C. The ferry was named L. H. OLLIS, and a person we... | B | D | Travel-Sightseeing (Outdoors) | 100 |
49 | 14a8ff92adb183c7 | What tools did I use to clean up the spilled beans before washing them in the sink? | A. A kitchen towel and a handheld vacuum B. A broom and a handheld vacuum C. A handheld vacuum and a paper towel D. A broom and a blue sponge | B | A | Daily Activities | 100 |
49 | 14a8ff92adb183c7 | What tools did I use to clean up the spilled beans before washing them in the sink? | A. A broom and a handheld vacuum B. A handheld vacuum and a paper towel C. A kitchen towel and a handheld vacuum D. A broom and a blue sponge | A | A | Daily Activities | 100 |
50 | 156cc97ac25e1078 | When I first saw the person in the blue shirt, what were they doing, and after I looked at the fence on the opposite side of the bridge from the river, what were they doing when I saw them again? | A. They were pointing at the sandy riverbank; they were standing by the chain-link fence. B. They were walking away from me; they were leaning on the railing looking at the river. C. They were leaning on the railing looking at the river; they were walking away from me. D. They were leaning on the railing looking at the... | C | C | Sightseeing | 100 |
50 | 156cc97ac25e1078 | When I first saw the person in the blue shirt, what were they doing, and after I looked at the fence on the opposite side of the bridge from the river, what were they doing when I saw them again? | A. They were leaning on the railing looking at the river; they were taking a photo near the red-roofed pavilion. B. They were pointing at the sandy riverbank; they were standing by the chain-link fence. C. They were walking away from me; they were leaning on the railing looking at the river. D. They were leaning on the... | D | C | Sightseeing | 100 |
51 | 156e2e7dc7ea203a | What item was in my cart when I first browsed the candle section and still there when I later examined Elf on the Shelf products? | A. The dip mix collection B. The red wax melt package C. The Santa hat decoration D. The white snowflake ornament | A | B | Shopping | 100 |
51 | 156e2e7dc7ea203a | What item was in my cart when I first browsed the candle section and still there when I later examined Elf on the Shelf products? | A. The dip mix collection B. The Santa hat decoration C. The red wax melt package D. The white snowflake ornament | A | B | Shopping | 100 |
52 | 15ac76d47c8753f9 | Why didn't the two people I saw on the concrete path later react to the snake I encountered earlier, and where was the snake in relation to the path? | A. The snake was concealed in the dry grass clump beside the path, and the people were too far away to notice it. B. The snake was stretched across the concrete path, but the two people stepped over it without reacting, mistaking it for a fallen branch. C. The snake was in the undergrowth off the concrete path, so the ... | C | B | Travel-Sightseeing (Outdoors) | 100 |
52 | 15ac76d47c8753f9 | Why didn't the two people I saw on the concrete path later react to the snake I encountered earlier, and where was the snake in relation to the path? | A. The snake was wrapped around the lamppost by the path, and the people didn't react because they were reading the signpost. B. The snake was in the undergrowth off the concrete path, so the people on the path did not encounter it. C. The snake was stretched across the concrete path, but the two people stepped over it... | B | B | Travel-Sightseeing (Outdoors) | 100 |
53 | 15eeddc94cbfe9e3 | After passing the mural of Michael K. Williams on the brick building, what prominent monument did I later see in the park I entered? | A. The Fort Greene Park Conservancy information board about Fall 2024 lawns B. Prison Ship Martyrs' Monument C. The large boulder where children were climbing near the paved path D. The stone retaining wall at the park's perimeter | B | C | Sightseeing | 100 |
53 | 15eeddc94cbfe9e3 | After passing the mural of Michael K. Williams on the brick building, what prominent monument did I later see in the park I entered? | A. The Fort Greene Park Conservancy information board about Fall 2024 lawns B. The stone retaining wall at the park's perimeter C. The large boulder where children were climbing near the paved path D. Prison Ship Martyrs' Monument | D | C | Sightseeing | 100 |
54 | 166ed6f9ba6e5dea | What piece of equipment, which I later saw on the sidewalk, likely made the tire tracks visible in both the backyard and front lawn? | A. The yellow riding lawn mower B. The black dump trailer C. The white pickup truck D. The small skid steer loader | D | C | Gardening | 100 |
54 | 166ed6f9ba6e5dea | What piece of equipment, which I later saw on the sidewalk, likely made the tire tracks visible in both the backyard and front lawn? | A. The small skid steer loader B. The black dump trailer C. The yellow riding lawn mower D. The white pickup truck | A | C | Gardening | 100 |
55 | 17628f735391242b | What did the app identify when I first lifted the brick, and what did I do with that brick later? | A. Soil; I placed it back in its original position. B. Dicots; I moved it near the wooden lattice fence. C. Insects; I left it beside the rusty metal can. D. Insects; I placed it back in its original position. | D | C | Hiking-Outdoors | 100 |
55 | 17628f735391242b | What did the app identify when I first lifted the brick, and what did I do with that brick later? | A. Insects; I placed it back in its original position. B. Soil; I placed it back in its original position. C. Dicots; I moved it near the wooden lattice fence. D. Insects; I left it beside the rusty metal can. | A | C | Hiking-Outdoors | 100 |
56 | 17ddbc3d41cea677 | I first saw the modern building with a diamond-patterned facade from behind a black fence, and later from a bridge over railroad tracks. What did I do between these two views to reach the higher vantage point? | A. I walked up the inclined pathway. B. I took the pedestrian ramp by the tracks. C. I climbed the exterior staircase. D. I rode the elevator. | D | C | Sightseeing | 100 |
56 | 17ddbc3d41cea677 | I first saw the modern building with a diamond-patterned facade from behind a black fence, and later from a bridge over railroad tracks. What did I do between these two views to reach the higher vantage point? | A. I climbed the exterior staircase. B. I took the pedestrian ramp by the tracks. C. I rode the elevator. D. I walked up the inclined pathway. | C | C | Sightseeing | 100 |
57 | 17ffed5d482095b5 | What did I take from the red structure I encountered between the Bruer Building and the Moss Building? | A. A Robyn Carr novel B. A coloring page C. The Thanksgiving Table cookbook D. A Jonathan Kellerman thriller | B | C | Travel-Sightseeing (Outdoors) | 100 |
57 | 17ffed5d482095b5 | What did I take from the red structure I encountered between the Bruer Building and the Moss Building? | A. A Jonathan Kellerman thriller B. A coloring page C. The Thanksgiving Table cookbook D. A Robyn Carr novel | B | C | Travel-Sightseeing (Outdoors) | 100 |
End of preview. Expand in Data Studio
EgoLongQA junior-perceiver distillation data
Supervision for training a small VLM as the junior perceiver of an egocentric long-video
QA pipeline. Input protocol: ~100 UNIFORM frames of the whole video (max dim 768) + an MCQ
question. Output: a timestamped <video_description> followed by
<answer><choice>X</choice><reason>..</reason><citation>..</citation></answer>.
Configs
sft — teacher traces harvested from large-model agentic runs (122B / 27B / gemma juniors).
Only passes whose <choice> equals ground truth are kept, so target is always a correct
demonstration. ~3.7 traces per video (each an independent pass) act as natural augmentation.
rl — prompts for GRPO with a correctness reward. The four options are shuffled and the
gold letter remapped (answer), which removes the dataset's C-skew prior (63% of GT is C) and any
sample-level memorisation from the SFT stage. answer_original keeps the unshuffled letter.
Frames
Not included (~7GB, and reproducible). Regenerate deterministically with the same code path used
at inference: uniform num_frames frames per video at max_dim 768.
Splits
heldout is a calibrated subset that tracks full-set accuracy within ~±0.3–0.8pp; it is disjoint
from train and must never be trained on.
Results (Qwen3.5-2B student, LoRA r=16/alpha=32)
| stage | held-out |
|---|---|
| base model, junior format | 37.7% |
| + SFT epoch 2 | 82.9% |
Details: see the training guide in the originating repo.
Frames (included)
frames/shard-00.tar … shard-07.tar — 700 video dirs, 100 uniform JPEG frames each
(max dim 768), ~5.2GB total. frames/manifest.json maps video_id -> shard.
# reassemble
mkdir -p frames && for s in frames/shard-*.tar; do tar xf $s -C frames/; done
# each video dir holds 000.jpg..099.jpg plus frames.json (ordered absolute paths)
Regenerate from source videos instead with scripts/materialize_distill_frames.py (same code
path used at inference, so frames match bit-for-bit):
python materialize_distill_frames.py --data train_junior.jsonl --out-dir frames --num-frames 100
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