MA-EgoQA: Question Answering over Egocentric Videos from Multiple Embodied Agents
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category stringclasses 5 values | subcategory stringclasses 6 values | question stringlengths 33 493 | options listlengths 5 5 | answer stringlengths 1 179 | contexts string |
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social_interaction | single_span | Who chimed in to suggest simpler ways to organize desserts during dessert planning? | [
"Tasha and Alice, planning detailed preparations",
"Jake and Katrina, introducing innovative steps",
"Lucia and Katrina, thinking of ready-made options",
"Katrina and Tasha, with Shure listening nearby",
"Jake and Shure, speaking briefly but seriously"
] | Katrina and Tasha, with Shure listening nearby | {"DAY1_12150000_12200000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | Who suggested ‘switching sides’ while arranging the puzzle? | [
"Tasha, after noticing edge problems.",
"Jake, to distract from his phone usage.",
"Shure, while holding glasses.",
"Katrina, while rearranging items.",
"Alice, laughing to lighten the mood."
] | Katrina, while rearranging items. | {"DAY1_12450000_12500000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | When Katrina helped finalize the list on the whiteboard, who seemed most actively giving her suggestions? | [
"Shure and Jake",
"Lucia and Tasha",
"Jake and Alice",
"Tasha and Shure",
"Lucia and Alice"
] | Lucia and Tasha | {"DAY1_13500000_13550000":["JAKE","ALICE","TASHA","LUCIA","SHURE"]} |
social_interaction | single_span | When everyone was chatting about supplies, who made a comment on coffee liqueur and when? | [
"Shure mentioned it when grabbing drinks from Alice.",
"Jake revealed it when suggesting desserts.",
"Tasha casually debated whether it was useful at all.",
"Lucia discovered it while talking about recipes.",
"Alice pointed it out while cleaning."
] | Shure mentioned it when grabbing drinks from Alice. | {"DAY1_13550000_14000000":["JAKE","ALICE","TASHA","LUCIA","SHURE"]} |
social_interaction | single_span | Who seemed the most amused by the idea of cardboard greeters, and what was their reaction? | [
"Jake laughed and playfully suggested adding more decorations.",
"Shure sarcastically referred to it as a groundbreaking innovation.",
"Alice humorously mentioned keeping all boxes just to make more dogs.",
"Lucia giggled at her own idea and acted it out jokingly.",
"Tasha feigned shock at how creative Luci... | Alice humorously mentioned keeping all boxes just to make more dogs. | {"DAY1_13550000_14000000":["JAKE","ALICE","TASHA","LUCIA","SHURE"]} |
social_interaction | single_span | Who laughed at the comment made about strawberries lasting only three days? | [
"Shure, sarcastically guessing the lifespan of strawberries.",
"Alice, adding a light-hearted remark.",
"Katrina, responding with humor while writing.",
"Lucia, finding the conversation funny.",
"Jake, joking about being unable to eat them in time."
] | Jake, joking about being unable to eat them in time. | {"DAY1_13550000_14000000":["JAKE","ALICE","TASHA","LUCIA","SHURE"]} |
social_interaction | single_span | Who was laughing about rotating roast chicken and what was the interaction like? | [
"Alice and Tasha discussed the chicken stand but started laughing halfway through.",
"Jake was showing Alice the chicken stand while making it spin.",
"Jake enjoyed how it rotates in the oven, and Tasha joined in with him.",
"Shure and Jake talked about roasting techniques together.",
"Lucia pointed out the... | Jake enjoyed how it rotates in the oven, and Tasha joined in with him. | {"DAY1_14050000_14100000":["JAKE","ALICE","TASHA","LUCIA","SHURE"]} |
social_interaction | single_span | What shared joke did the group make about buying a watch? | [
"Tasha imitated a jingle about buying watches.",
"Tasha made a joke about buying a watch when time felt slow.",
"Shure and Tasha joked about buying a clock and saving time.",
"Jake and Shure joked about watches being anti-human.",
"Alice suggested taking turns buying watches for the group."
] | Tasha imitated a jingle about buying watches. | {"DAY1_14050000_14100000":["JAKE","ALICE","TASHA","LUCIA","SHURE"]} |
social_interaction | single_span | What were Jake and Tasha discussing when Jake was cleaning the sink? | [
"How to organize tools",
"A roast chicken recipe",
"Microwave instructions",
"Which bottle of water belonged to whom",
"Sleeping schedules and time management"
] | Sleeping schedules and time management | {"DAY1_14050000_14100000":["JAKE","ALICE","TASHA","LUCIA","SHURE"]} |
social_interaction | single_span | Who sarcastically suggested giving the location a poor review? | [
"Lucia raised the possibility first in irritation.",
"Jake sarcastically criticized while laughing.",
"Alice brought up reviews as a humorous solution.",
"Tasha said it mockingly after crossing.",
"Shure suggested it while frustrated."
] | Shure suggested it while frustrated. | {"DAY1_17100000_17150000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | When the group discussed splitting into teams, who kept repeating 'split into two groups'? | [
"Alice made sure it was assigned equally.",
"Jake repeated it multiple times for clarity.",
"Katrina kept emphasizing the plan herself.",
"Tasha brought in a different suggestion.",
"Shure reinforced it after Katrina’s idea."
] | Jake repeated it multiple times for clarity. | {"DAY1_17200000_17250000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | What did the group conclude about ordering ice from Meituan? | [
"That they could buy molds instead of ice.",
"That it was a dependable option even during summer.",
"That it wouldn’t arrive on time for their plans.",
"That it was cheaper than buying from the supermarket.",
"That it would melt in delivery and wasn't worth it."
] | That it was a dependable option even during summer. | {"DAY1_17350000_17400000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | Who ended up suggesting trying Haidilao dipping sauces for their meal? | [
"Shure, who mentioned buying dipping sauces from Meituan.",
"Tasha, who wanted to try something different this time.",
"Katrina, who asked if Haidilao sauces could be delivered.",
"Jake, who recommended Haidilao sauces for their rich taste.",
"Lucia, who praised the variety they offer for dipping."
] | Katrina, who asked if Haidilao sauces could be delivered. | {"DAY1_17400000_17450000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | Who's the one who joked about not needing leafy greens while eating hotpot and why? | [
"Tasha, because she finds them too bland for hotpot.",
"Shure, because he only nibbles on them if others order.",
"Alice, because she thinks it's unhealthy.",
"Jake, because he prefers just eating meat during hotpot.",
"Lucia, because she orders them but doesn't eat."
] | Shure, because he only nibbles on them if others order. | {"DAY1_17450000_17500000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | What did the group humorously criticize about the konjac they saw? | [
"They commented that it smelled like old boots.",
"They said it was so tasteless, even hotpot couldn’t save it.",
"They joked that it looked like rubber and couldn’t possibly be food.",
"They called its texture 'weird' but agreed to buy it anyway.",
"They started laughing about how it was packaged like a sc... | They called its texture 'weird' but agreed to buy it anyway. | {"DAY1_17500000_17550000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | Who joked about calling someone a potato and what were they all talking about right after? | [
"Lucia joked about potatoes, and they argued over sesame paste.",
"Tasha joked about potatoes, and everyone talked about tofu.",
"Alice joked about potatoes, and they were discussing konjac noodles.",
"Tasha joked about potatoes, and they discussed roasting them in the oven.",
"Jake joked about potatoes, an... | Jake joked about potatoes, and they spoke about joining the Potato Clan. | {"DAY1_17550000_18000000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | Who kept pointing out and laughing about logistics and supply chain delivery? | [
"Every single person except Jake added serious points",
"Lucia and Shure were discussing things more practically",
"Alice took it seriously, while Katrina made light remarks",
"Jake and Lucia got side-tracked with jokes",
"Tasha and Katrina debated if anyone ordered anything"
] | Lucia and Shure were discussing things more practically | {"DAY1_18100000_18150000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | How did Shure tease everyone during their walk with the vegetables? | [
"He made a comment about onions being too fancy for their cooking.",
"He said the green onion was cursed and too heavy.",
"He joked they should pinch their noses while holding onions.",
"He claimed the scallion was actually garlic sprouts.",
"He asked if they were attending a cooking class soon."
] | He joked they should pinch their noses while holding onions. | {"DAY1_18350000_18400000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | Who noticed the double flashers on the car first? | [
"Katrina noticed it while she held the eggs.",
"Tasha pointed it out while they were waiting.",
"Jake was the first to yell 'double flashers!'",
"Alice called it out loudly for everyone else to notice.",
"Lucia spotted it while looking for the car."
] | Alice called it out loudly for everyone else to notice. | {"DAY1_18400000_18450000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | What happened in the car when Alice sat in the back seat? | [
"Tasha adjusted her hat as she sat by Alice",
"Jake stayed in the back and laughed about a GoPro",
"Shure wandered off while they all got into the car",
"Alice called Jake to sit next to her saying, 'Come on, baby'",
"Lucia refused to sit in the back"
] | Tasha adjusted her hat as she sat by Alice | {"DAY1_18400000_18450000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | Who laughed the most during the conversation about who the water bottle belonged to? | [
"It was mostly Jake who found it hilarious.",
"Nobody really laughed during this part.",
"Lucia laughed lightly while arranging flowers.",
"Alice found it amusing while watching Katrina.",
"Katrina found it funniest when Jake teased."
] | It was mostly Jake who found it hilarious. | {"DAY1_19250000_19300000":["JAKE","ALICE","TASHA","LUCIA","KATRINA"]} |
social_interaction | single_span | Who smiled when Jake called someone impressive during the conversation about needing help? | [
"Alice, while she planned everything herself.",
"Jake, he laughed at his own comment.",
"Tasha, as she adjusted her hat.",
"Lucia, she was standing nearby!",
"Katrina, while picking flower petals."
] | Lucia, she was standing nearby! | {"DAY1_19350000_19400000":["JAKE","ALICE","TASHA","LUCIA","KATRINA"]} |
social_interaction | single_span | Who first said something about there needing to be one bowl of soup for each person? | [
"Katrina, distracted but agreed with everyone’s idea.",
"Lucia, as she suggested soup proportions.",
"Jake, who calculated how much to make.",
"Alice, while planning her own tasks.",
"Tasha, because she was organizing the meal plan first."
] | Tasha, because she was organizing the meal plan first. | {"DAY1_19350000_19400000":["JAKE","ALICE","TASHA","LUCIA","KATRINA"]} |
social_interaction | single_span | Who helped figure out how many enoki mushrooms were bought? | [
"Alice remembered the exact count.",
"Lucia agreed it was one but sounded unsure.",
"Katrina confirmed it while reorganizing.",
"Jake assumed two but didn’t check.",
"Tasha guessed only one bag."
] | Tasha guessed only one bag. | {"DAY1_19350000_19400000":["JAKE","ALICE","TASHA","LUCIA","KATRINA"]} |
social_interaction | single_span | Who talked about cultural differences with food in the middle of cooking tasks? | [
"Lucia explained food culture seriously to Katrina",
"Katrina joked about foreigners’ misconceptions to Alice",
"Jake commented about it while eating",
"Alice laughed while sharing food stories with Tasha",
"Shure brought up unusual food traditions but got ignored"
] | Katrina joked about foreigners’ misconceptions to Alice | {"DAY1_19450000_19500000":["JAKE","ALICE","TASHA","LUCIA","KATRINA"]} |
social_interaction | single_span | What was Jake’s response while others were discussing eggs and cooking tasks? | [
"Jake tried to help but wasn’t heard by others",
"He ignored the conversation while sitting at a computer",
"None of the above, he wasn’t there",
"Jake never interacted, just looked around confused",
"He laughed and briefly engaged with everyone"
] | He laughed and briefly engaged with everyone | {"DAY1_19450000_19500000":["JAKE","ALICE","TASHA","LUCIA","KATRINA"]} |
social_interaction | single_span | What suggestion was made about the lighting during the group activity? | [
"Lucia noticed the staircase light was not bright enough.",
"Tasha suggested they buy new light bulbs for the kitchen.",
"Alice commented she couldn’t see her cutting properly.",
"Katrina said the kitchen light was making the eggs look dull.",
"Jake complained that the living room lights were dim."
] | Lucia noticed the staircase light was not bright enough. | {"DAY1_19550000_20000000":["JAKE","ALICE","TASHA","LUCIA","KATRINA"]} |
social_interaction | single_span | Who was teasing about 'egg whites looking like this' while preparing the mixture? | [
"Lucia while adding sugar to the egg whites",
"Katrina while squeezing lemon with Lucia",
"Alice while peeling garlic next to Katrina",
"Tasha while whipping cream for little cakes",
"Jake teasing Lucia about her baking efforts"
] | Tasha while whipping cream for little cakes | {"DAY1_20050000_20100000":["JAKE","ALICE","TASHA","LUCIA","KATRINA"]} |
social_interaction | single_span | When everyone was preparing the oven, what funny or lighthearted comment was made? | [
"'Don’t overbake it again!' teased Jake.",
"'Let’s put everything in at once,' said Alice.",
"'Why are we even doing this?' joked Lucia.",
"'It looks like a total disaster,' joked Tasha.",
"'Wow, so cute!' said Katrina about the cakes."
] | 'Wow, so cute!' said Katrina about the cakes. | {"DAY1_20150000_20200000":["ALICE","TASHA","LUCIA","KATRINA"]} |
social_interaction | single_span | Who was joking about being in charge of the entire night, and for what reason? | [
"Tasha volunteered to monitor the phone connections all night.",
"Jake and Alice argued about who should keep the whiteboard organized.",
"Lucia jokingly told Katrina to be in charge of charging everything.",
"Jake told Lucia she was in charge of managing the glasses.",
"Tasha teased Alice about being in ch... | Jake told Lucia she was in charge of managing the glasses. | {"DAY1_20250000_20300000":["JAKE","ALICE","TASHA","KATRINA"]} |
social_interaction | single_span | Who brought up the idea of keeping things warm in a rice cooker longer? | [
"Katrina while taking photos in the kitchen",
"Alice while pouring vegetables into the pot",
"Jake during his conversation about microwaves",
"Tasha while managing her meeting tasks",
"Lucia while discussing food insulation methods"
] | Jake during his conversation about microwaves | {"DAY1_20300000_20350000":["JAKE","ALICE","TASHA","KATRINA"]} |
social_interaction | single_span | What did Lucia end up offering to do while everyone was chatting? | [
"Label the boxes for better organization.",
"Grab paper packs to refill supplies.",
"Clean up the spilled soup from earlier.",
"Serve soup to Jake at the table.",
"Make sure the cilantro was all picked out."
] | Grab paper packs to refill supplies. | {"DAY1_20450000_20500000":["JAKE","TASHA","KATRINA"]} |
social_interaction | single_span | At the dinner table, who made the remark about needing an hour to set up for the next day's hotpot? | [
"Jake, while calculating the time needed.",
"Lucia, while complaining about food being cold.",
"Tasha, referencing previous experiences.",
"Katrina, during a casual conversation.",
"Alice, while joking about her impatience."
] | Katrina, during a casual conversation. | {"DAY1_21150000_21200000":["LUCIA","SHURE"]} |
social_interaction | single_span | Who commented about how playing a movie or variety show might cause a copyright issue? | [
"Lucia casually mentioning TV limitations during dinner.",
"Alice laughing about music restrictions while joking with Jake.",
"Jake connecting copyright rules to live events with Alice.",
"Tasha explaining legal issues to Katrina during meal prep.",
"Shure warning Violet about movie licensing rules."
] | Lucia casually mentioning TV limitations during dinner. | {"DAY1_21200000_21250000":["LUCIA","SHURE"]} |
social_interaction | single_span | Who shared casual remarks about Singapore’s weather while eating? | [
"Alice casually mentioned Singapore while debating meal options with Jake.",
"Shure explained it to Violet during a conversation on May Day travel.",
"Tasha referenced tropical weather to Katrina over noodles.",
"Lucia brought it up while laughing with others at the table.",
"Jake joked about Singapore to l... | Lucia brought it up while laughing with others at the table. | {"DAY1_21200000_21250000":["LUCIA","SHURE"]} |
social_interaction | single_span | What solution was suggested by Violet for May Day travel challenges? | [
"To get help from someone in Rizhao for travel.",
"To celebrate birthdays and avoid travel.",
"To find a cheaper flight on the 26th.",
"To take the high-speed train instead of flying.",
"To postpone plans until after May Day."
] | To take the high-speed train instead of flying. | {"DAY1_21200000_21250000":["LUCIA","SHURE"]} |
social_interaction | single_span | Who's the one that jokingly said, 'so much pressure' when they were told to do a grand opening decoration? | [
"Lucia, trying to draw a flower.",
"Alice, commenting while arranging strawberries.",
"Jake, amused but concerned about the task.",
"Shure, gesturing at the whipped cream task.",
"Tasha, overwhelmed by the cream bag."
] | Jake, amused but concerned about the task. | {"DAY1_21400000_21450000":["JAKE","ALICE","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | What caused Jake to humorously exclaim 'Which one is mine?' alongside the group? | [
"He couldn’t remember if he had eaten twice like the rest.",
"Tasha mistakenly handed him a different cake.",
"Lucia picked up a cake he thought belonged to him.",
"Katrina teased him about not getting enough dessert.",
"He lost track of his plate while everyone else kept swapping dessert."
] | He couldn’t remember if he had eaten twice like the rest. | {"DAY1_21450000_21500000":["JAKE","ALICE","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | Who started cracking jokes as they ate cake and what type of comment sparked laughter? | [
"Alice declared it as a 'lethal dose of sugar'",
"Tasha teased Katrina about twisting the cake's shape",
"Lucia joked about the cream having magical properties",
"Jake said the cake looked like Stonehenge",
"Jake made a pun about frosting and eyeliner"
] | Jake made a pun about frosting and eyeliner | {"DAY1_21450000_21500000":["JAKE","ALICE","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | What was everyone discussing that revolved around copying something? | [
"Discussing whether animations or drawings could be stolen.",
"Trying to copy someone’s Procreate animation.",
"Stealing decoration ideas for someone's room.",
"Figuring out how to recreate a cyberpunk-inspired room.",
"Arguing over how to steal clothing designs."
] | Stealing decoration ideas for someone's room. | {"DAY1_22000000_22050000":["JAKE","ALICE","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | So, who started teasing about a twin brother and how did the other person react to it? | [
"Tasha brought up the idea of twin siblings for fun, but everyone ignored it.",
"Alice teased Tasha about having an imaginary twin and both burst out laughing.",
"Shure mentioned having a twin brother, and his girlfriend kept saying 'wow' to humor him.",
"Lucia mentioned Jake’s supposed twin, and Jake sarcast... | Shure mentioned having a twin brother, and his girlfriend kept saying 'wow' to humor him. | {"DAY1_22050000_22100000":["JAKE","SHURE"]} |
social_interaction | single_span | Who was hyping something up and why were they so motivated about it? | [
"Shure was hyping Violet up for a class presentation, giving her ideas.",
"Jake was hyping up Katrina to come up with ideas for a themed essay project.",
"Lucia and Jake together hyped themselves up before an important meeting.",
"Alice was hyping up Tasha for a public speaking event.",
"Katrina was hyping ... | Jake was hyping up Katrina to come up with ideas for a themed essay project. | {"DAY1_22050000_22100000":["JAKE","SHURE"]} |
social_interaction | single_span | Who bumped into someone unexpectedly and kept explaining what happened while being teased? | [
"Lucia narrating a clumsy moment during their group walk",
"Shure's girlfriend trying to justify her mistake to him",
"Katrina defending herself to Jake after stepping on his foot",
"Jake making excuses after pushing past Katrina accidentally",
"Alice mock-apologizing to Tasha after spilling something"
] | Shure's girlfriend trying to justify her mistake to him | {"DAY1_22050000_22100000":["JAKE","SHURE"]} |
social_interaction | single_span | Who cheered someone up by jokingly saying, 'pull yourself together' and kept smiling? | [
"Alice sarcastically telling Lucia to calm down while laughing",
"Tasha trying to lighten the mood with Jake during a chat",
"Jake hyping up Katrina during their talk about essays",
"Shure comforting someone while trying to be funny",
"Violet encouraging Shure with a teasing comment"
] | Shure comforting someone while trying to be funny | {"DAY1_22050000_22100000":["JAKE","SHURE"]} |
social_interaction | single_span | Why did Lucia seem confused about the milk Tasha mentioned? | [
"She assumed it was already part of the pancake mix.",
"She wasn’t sure how to heat the milk.",
"She initially thought Tasha wanted flavored milk.",
"She thought Tasha wanted milk for coffee only.",
"She didn’t know where the milk was stored."
] | She initially thought Tasha wanted flavored milk. | {"DAY2_10400000_10450000":["JAKE","ALICE","TASHA","KATRINA"]} |
social_interaction | single_span | Who brought up moving a projector outside, and what was the group’s reaction? | [
"Jake volunteered the idea, and Tasha laughed it off as impractical.",
"Jake suggested it, but Lucia thought it was too bulky.",
"Lucia asked about it, and Jake explained it’s just a physical screen.",
"Katrina raised the idea, saying it would be great for nighttime viewing.",
"Alice recommended it for bett... | Lucia asked about it, and Jake explained it’s just a physical screen. | {"DAY2_11150000_11200000":["JAKE","ALICE","TASHA","LUCIA","KATRINA"]} |
social_interaction | single_span | What caused the discussion around sugar during breakfast? | [
"Tasha demanded everyone dip sugar, which confused Katrina.",
"Alice didn't want sugar and offered someone else to use her bowl.",
"Lucia accidentally poured sugar into the wrong bowl.",
"Jake couldn’t find the sugar and started asking around.",
"The group decided to test different sugar mixtures."
] | Jake couldn’t find the sugar and started asking around. | {"DAY2_11150000_11200000":["JAKE","ALICE","TASHA","LUCIA","KATRINA"]} |
social_interaction | single_span | What suggestion about transportation made everyone joke about biking to Zhengzhou? | [
"A friend suggesting a bike ride over taking a bus.",
"Taking a train slower than a bicycle.",
"Walking partway and using a bus for the rest.",
"Cycling as a way to save on travel costs.",
"Using a rental bike service in every city."
] | A friend suggesting a bike ride over taking a bus. | {"DAY2_11350000_11400000":["JAKE","ALICE","TASHA","KATRINA"]} |
social_interaction | single_span | Who teased Tasha the most during the guessing game about the tape length? | [
"Jake, who repeated ‘you’re done for’",
"Alice, who sarcastically guessed an easier answer",
"Katrina and Jake, who teamed up teasing together",
"Katrina, who mocked Tasha’s initial bets",
"Lucia, who judged Tasha’s measurement techniques"
] | Jake, who repeated ‘you’re done for’ | {"DAY2_11450000_11500000":["JAKE","ALICE","TASHA","LUCIA","KATRINA"]} |
social_interaction | single_span | What sparked laughter among the friends while chatting about shared dancing? | [
"Alice teasingly suggested that freestyle dancing looked ugly but was fun anyway.",
"Jake’s comment about holding a mock dance tutorial for 'butlers' designating a ride for them led to a big laugh.",
"Lucia joked about imitating professional dancers and claimed no one would notice if they repeated steps.",
"L... | Jake’s comment about holding a mock dance tutorial for 'butlers' designating a ride for them led to a big laugh. | {"DAY2_11550000_12000000":["JAKE","ALICE","TASHA","LUCIA","KATRINA"]} |
social_interaction | single_span | Why did everyone look at Katrina’s phone and laugh during their conversation? | [
"She edited her own image while discussing the match",
"She displayed a fan-made meme about a player",
"She shared a snapshot of her pet doing something silly",
"She made a clumsy comment about a character in the video",
"She found a funny video of a player on Douyin"
] | She found a funny video of a player on Douyin | {"DAY2_12100000_12150000":["LUCIA","KATRINA"]} |
social_interaction | single_span | Who kept teasing about jealousy during their fun chat about a famous player? | [
"Alice joked that Jake might be one of the jealous ones.",
"Tasha claimed jealousy comes from losing teams only.",
"Lucia laughed and mentioned jealousy doesn’t matter in competitions.",
"Katrina suggested all the male fans were secretly jealous.",
"Jake implied others were jealous of the player."
] | Jake implied others were jealous of the player. | {"DAY2_12100000_12150000":["LUCIA","KATRINA"]} |
social_interaction | single_span | Who did Katrina ask about eating arrangements and how did they respond? | [
"Shure, who offered to check the second floor for space.",
"Jake, who said he’d clean up so they could eat there.",
"Lucia, who was distracted by her phone and didn’t respond.",
"Tasha, who insisted they grab food immediately.",
"Alice, who suggested finishing the makeup before eating."
] | Jake, who said he’d clean up so they could eat there. | {"DAY2_13100000_13150000":["JAKE","ALICE","TASHA","LUCIA"]} |
social_interaction | single_span | Who seemed curious about a different version of the video Katrina found? | [
"Jake asked why the previous version wasn't chosen.",
"Jake and Choiszt both proposed ignoring it.",
"Nicous suggested Katrina dialed into the wrong video.",
"Alice commented about earlier versions of themes.",
"Alice was tidying her hair as Katrina brought it up."
] | Nicous suggested Katrina dialed into the wrong video. | {"DAY2_15200000_15250000":["KATRINA"]} |
social_interaction | single_span | What did Shure do immediately after unplugging the data cable near Jake? | [
"He watched Nicous and Choiszt fiddle with the whiteboard",
"He adjusted his glasses and asked if he could make coffee",
"He walked upstairs to deal with something related to coffee",
"He commented that it was slow, suggesting they hurry up",
"He laughed and asked why Jake was working with just phones"
] | He walked upstairs to deal with something related to coffee | {"DAY2_15250000_15300000":["ALICE","KATRINA","SHURE"]} |
social_interaction | single_span | Who cheered by saying 'Good morning, Night City' during the practice? | [
"Lucia while mimicking a dance instructor.",
"Shure while Katrina and Tasha were chatting.",
"Katrina before starting another dance session.",
"Alice when walking into Katrina’s room.",
"Jake when someone suggested using the projector."
] | Shure while Katrina and Tasha were chatting. | {"DAY2_15400000_15450000":["ALICE","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | When everyone was laughing about Katrina 'PUA-ing' them, what was Jake doing? | [
"Dancing in sync with others confidently",
"He was moving to stand by the door casually",
"Trying to fix or adjust a glitch in the video",
"Quietly observing from the sofa alone",
"Talking about the earlier group vote"
] | He was moving to stand by the door casually | {"DAY2_15400000_15450000":["ALICE","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | When Katrina laughed and said learning might feel rewarding, who was nearby commentating or joining her joke? | [
"Lucia adding something about slippers",
"Jake interrupting with something irrelevant",
"Alice chatting about unrelated things",
"Shure echoing Katrina’s sentiment humorously",
"Tasha returning to enter playful remarks"
] | Lucia adding something about slippers | {"DAY2_15400000_15450000":["ALICE","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | What caused a minor disruption during the shared dance learning session? | [
"Katrina reprimanded someone for not focusing enough.",
"The sofa blocked the dance area, and Alice had to move it.",
"Jake accidentally dropped his phone, causing everyone to laugh.",
"Lucia suggested changing the choreography mid-way.",
"Shure’s joke interrupted the practice and shifted focus."
] | The sofa blocked the dance area, and Alice had to move it. | {"DAY2_15500000_15550000":["JAKE","ALICE","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | What prompted everyone to laugh during the video session early on? | [
"Jake tripping over a chair near the sofa.",
"Shure's exaggerated reaction to missing a melody.",
"Lucia attempting to mimic a heart gesture humorously.",
"The screen switched unexpectedly to a faster speed.",
"Alice making light of forgetting an earlier sequence."
] | The screen switched unexpectedly to a faster speed. | {"DAY2_15550000_16000000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | What was the shared reaction among the group when a flower branch was broken? | [
"Everyone seemed mildly surprised, but Alice dismissed it as fine.",
"Shure joked about the culprit and insisted it wasn’t him.",
"Katrina suggested reattaching the branch with tape while others laughed.",
"Tasha and Lucia pointed out the broken branch, and Alice tried to fix it.",
"Jake teased the group, s... | Everyone seemed mildly surprised, but Alice dismissed it as fine. | {"DAY2_16100000_16150000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | Who brought up their enjoyment of Guns N' Roses during the music chat? | [
"Alice, while humorously commenting on decorations.",
"Lucia, saying she often listens to old songs.",
"Katrina, while enthusiastically requesting another track.",
"Tasha, casually mentioning it to Alice.",
"Jake, teasing everyone about song preferences."
] | Lucia, saying she often listens to old songs. | {"DAY2_16200000_16250000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | What were people chatting about while hotpot was brought up? | [
"The funny March 2nd screen name story",
"Lucia joking about her balcony decoration",
"Jake suggesting enriching data collection",
"How Katrina got front-row tickets in Wuhan",
"Alice cutting flowers while listening"
] | How Katrina got front-row tickets in Wuhan | {"DAY2_16250000_16300000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | What was everyone joking about with glasses at night? | [
"Alternating glasses wear as fun.",
"A tool for watching the Champions League.",
"Magnifying the lenses for better movies.",
"A filter for reducing screen glare.",
"Safety for late-night walks."
] | A tool for watching the Champions League. | {"DAY2_16450000_16500000":["JAKE","ALICE","TASHA","LUCIA","SHURE"]} |
social_interaction | single_span | Who noticed Katrina’s comment about the clothes drying in two hours, and how did they respond? | [
"Tasha looked confused and walked away.",
"Shure noticed and walked into the yard.",
"Lucia ignored the comment and stayed focused on boxes.",
"Jake agreed and plugged in his device.",
"Alice started laughing and chatting about another topic."
] | Shure noticed and walked into the yard. | {"DAY2_17200000_17250000":["JAKE","ALICE","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | Who complained about the safety of the gas canister setup and how was it resolved? | [
"Tasha asked about it, and Shure assured it was already set up.",
"Lucia was worried, and Jake explained how it worked.",
"Tasha doubted its placement, and Lucia had to fix it.",
"Shure hesitated, and Alice decided to move it herself.",
"Alice questioned it, and Jake mocked her concern."
] | Tasha asked about it, and Shure assured it was already set up. | {"DAY2_18000000_18050000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | What did everyone do after Jake mentioned wrapping up after eating? | [
"Shure asked for help with a heavy pot.",
"Katrina played a team-building game.",
"Alice started scrubbing the floor.",
"They planned to clean the dishes afterward.",
"They went to discuss a team event."
] | Shure asked for help with a heavy pot. | {"DAY2_18050000_18100000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | What lighthearted suggestion does Alice make when the group considers watching something together? | [
"She hints at skipping entertainment for a group discussion.",
"She tells them to go outside and stargaze instead.",
"She offers to play a song instead of watching anything.",
"She suggests watching a movie about cooking.",
"She recommends a stand-up comedy show for laughs."
] | She recommends a stand-up comedy show for laughs. | {"DAY2_18100000_18150000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | When Katrina was expected to join the chat, what was she busy with? | [
"She hurriedly brought more ingredients but stayed silent.",
"She was sitting by the table snacking quietly.",
"She was immersed in her phone while Alice teased her.",
"She was mindlessly scrolling while the group joked about konjac.",
"She played on her phone next to Tasha while ignoring most of the conver... | She played on her phone next to Tasha while ignoring most of the conversation. | {"DAY2_18150000_18200000":["JAKE","ALICE","TASHA","LUCIA","SHURE"]} |
social_interaction | single_span | What was the group’s response to the smell potentially spreading? | [
"They cooperated to close all doors.",
"They sprayed air freshener.",
"They joked about it, saying it wasn’t bad.",
"They tried airing the room instead.",
"They ignored it and continued chatting."
] | They cooperated to close all doors. | {"DAY2_18150000_18200000":["JAKE","ALICE","TASHA","LUCIA","SHURE"]} |
social_interaction | single_span | What did Katrina suggest during the seating arrangement near the start? | [
"Everyone sit tightly together to fit one more in the middle",
"Tasha suggests people sit in pairs for symmetry",
"Someone take pictures while others adjust seats",
"The boss should sit in the prominent seat for better viewing",
"Lucia moves to make space for Shure and Choiszt"
] | The boss should sit in the prominent seat for better viewing | {"DAY2_18350000_18400000":["JAKE","ALICE","TASHA","LUCIA","SHURE"]} |
social_interaction | single_span | What did Choiszt mention about his role when others were guessing? | [
"He played a clumsy cook in the skit",
"He acted as a fashion photographer",
"He played a smooth-talker but denied it",
"He performed as a car model in the skit",
"He was a serious judge in a court scene"
] | He performed as a car model in the skit | {"DAY2_18350000_18400000":["JAKE","ALICE","TASHA","LUCIA","SHURE"]} |
social_interaction | single_span | What humorous misunderstanding occurred about the Fitness Ring? | [
"Jake mistakenly called it a diet gadget.",
"Katrina linked it to swimming laps outdoors.",
"Tasha joked about playing mobile games in the gym.",
"Alice confused it with a fashion accessory.",
"Lucia teased about combining it with indoor cooking."
] | Tasha joked about playing mobile games in the gym. | {"DAY2_21350000_21400000":["JAKE","ALICE","TASHA","LUCIA","KATRINA"]} |
social_interaction | single_span | What ongoing playful discussion did Katrina interrupt by asking Shure for something specific? | [
"Questions on bravery and histrionic personality traits",
"A discussion about Nicous' fling and apologies",
"Details about Shure’s previous four years",
"A debate over orange juice versus grapefruit juice balances",
"A joke about who drinks more juice"
] | Details about Shure’s previous four years | {"DAY2_22100000_22150000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | What happened while Katrina was talking about sports students looking trendy and tall? | [
"Alice accidentally dropped her flashlight and scared someone.",
"Tasha got curious and joined the conversation about sports students.",
"Jake started humming a random song from his playlist.",
"Shure raised a toast and spoke about a band.",
"Lucia found an interesting product on Taobao and shared it."
] | Shure raised a toast and spoke about a band. | {"DAY2_22150000_22200000":["ALICE","LUCIA","SHURE"]} |
social_interaction | single_span | What was Nicous talking about when Katrina joked about him being 'a bit unlucky'? | [
"Him struggling to join table discussions at dinners.",
"His Middle school relationship issues with friends.",
"His unrequited crush on someone in college.",
"His stressful experiences smoking in March.",
"His awkward interview preparation story."
] | His Middle school relationship issues with friends. | {"DAY2_22150000_22200000":["ALICE","LUCIA","SHURE"]} |
social_interaction | single_span | What was the group laughing loudly about when discussing middle school? | [
"Katrina's bold puppy-love confessions.",
"Nicous getting entangled in messy friendships.",
"Shure's comment about pulling out his 'middle school gun.'",
"Someone interrupting Shure during their song moment.",
"Alice showing off her bright, glowing ring playfully."
] | Nicous getting entangled in messy friendships. | {"DAY2_22150000_22200000":["ALICE","LUCIA","SHURE"]} |
social_interaction | single_span | When did Katrina recall her library crush, and what did she say? | [
"She shared how her roommates encouraged her to mingle.",
"She criticized the idea of dating someone shorter than her.",
"She joked it was considered ‘low-class’ where she came from.",
"She laughed about secretly liking someone for three years.",
"She teased Shure about his trendy drinking choices."
] | She joked it was considered ‘low-class’ where she came from. | {"DAY2_22150000_22200000":["ALICE","LUCIA","SHURE"]} |
social_interaction | single_span | What did Katrina do when she commented 'It's been two days'? | [
"She chatted while pushing up her glasses.",
"She asked Jake about the pie flavor.",
"She dropped her drink on the floor accidentally.",
"She handed Jake a phone charger.",
"She teased Shure about his phone battery."
] | She chatted while pushing up her glasses. | {"DAY2_22400000_22450000":["JAKE","ALICE","LUCIA"]} |
social_interaction | single_span | Why did Katrina say 'Just record it yourself, that's enough'? | [
"She was asking Shure to document a design concept.",
"She wanted to document their casual gathering.",
"She encouraged Alice to take notes for an article.",
"She was teasing Jake to stop asking questions.",
"She joked about recording a Netflix-like documentary."
] | She was asking Shure to document a design concept. | {"DAY2_22400000_22450000":["JAKE","ALICE","LUCIA"]} |
social_interaction | single_span | When Shure was working on his glasses, how did Nicous and Katrina respond? | [
"Katrina offered to help fix them, and Nicous walked to the table.",
"Katrina teased Shure, and Nicous suggested he should buy new ones.",
"Both ignored him as they were busy texting on their phones.",
"Lucia borrowed Shure's glasses while Jake commented on them.",
"Nicous chatted with Shure, while Katrina ... | Nicous chatted with Shure, while Katrina kept drinking her beverage. | {"DAY2_22400000_22450000":["JAKE","ALICE","LUCIA"]} |
social_interaction | single_span | Who made a funny comment about a group of people sleeping in their room? | [
"Alice muttered something quietly while sitting near the projector.",
"Jake laughed about it in context of shared spaces.",
"Lucia commented about it while eating the last pie.",
"Shure cracked the joke while others chatted by the table.",
"Katrina sarcastically joked while pointing at the whiteboard."
] | Shure cracked the joke while others chatted by the table. | {"DAY2_22400000_22450000":["JAKE","ALICE","LUCIA"]} |
social_interaction | single_span | What did Katrina think about Nicous's accent? | [
"She felt it was closest to a southern China twang.",
"She teased him, saying it sounded like a foreign language.",
"She confused it with a thick Beijing accent.",
"She commented that it's hard to place geographically.",
"She thought it sounded like someone from Anhui."
] | She thought it sounded like someone from Anhui. | {"DAY2_22450000_22500000":["JAKE","ALICE","LUCIA","KATRINA"]} |
social_interaction | single_span | What was Tasha doing while Jake was chatting with the group near the beginning of their gathering? | [
"Standing quietly beside the bookshelf",
"Moving between rooms and glancing around",
"Taking power banks and walking to the kitchen",
"Teasing Katrina about her glasses casually",
"Sitting with her phone and looking amused"
] | Moving between rooms and glancing around | {"DAY2_22450000_22500000":["JAKE","ALICE","LUCIA","KATRINA"]} |
social_interaction | single_span | What reason did Shure give for the layout of his room during the discussion? | [
"He preferred a functional rather than decorative space",
"The arrangement reflected his dream of teaching design",
"He wanted to make room for frequent guests and hobbies",
"It aligned with minimalist values and cyber aesthetics",
"It was to keep all his gadgets charged and accessible"
] | It was to keep all his gadgets charged and accessible | {"DAY2_22550000_23000000":["JAKE","ALICE","LUCIA","KATRINA"]} |
social_interaction | single_span | When Shure was walking around, did anyone seem to acknowledge what he was doing? | [
"Katrina noticed him and kept texting",
"Lucia asked if he needed help",
"Alice was nearby and nodded quietly",
"Jake briefly commented on him being restless",
"Tasha looked up and asked where he was going"
] | Katrina noticed him and kept texting | {"DAY3_11200000_11250000":["JAKE","KATRINA"]} |
social_interaction | single_span | Who nodded when Shure was talking to them, and who else was nearby flipping their glasses? | [
"Jake nodded; Lucia was flipping their glasses.",
"Lucia nodded; Alice was flipping their glasses.",
"Shure nodded; Katrina was flipping their glasses.",
"Katrina nodded; Tasha was flipping their glasses.",
"Tasha nodded; Jake was flipping their glasses."
] | Katrina nodded; Tasha was flipping their glasses. | {"DAY3_11200000_11250000":["JAKE","KATRINA"]} |
social_interaction | single_span | When Shure walked back into the living room, what did Lucia do soon after? | [
"Brought coffee to Jake.",
"Put something on the table.",
"Took a sip of water.",
"Started flipping glasses.",
"Started chatting with Katrina."
] | Put something on the table. | {"DAY3_11200000_11250000":["JAKE","KATRINA"]} |
social_interaction | single_span | When Shure walked into the living room unsure of what to do, who else was present, and what were they doing? | [
"Lucia was setting up a table; Katrina was watching a video.",
"Jake was flipping pages; Tasha was sipping water.",
"Katrina was sending messages; Tasha was making phone calls.",
"Tasha was cleaning glasses; Jake was organizing chairs.",
"Alice was drinking coffee; Shure was sitting silently."
] | Katrina was sending messages; Tasha was making phone calls. | {"DAY3_11200000_11250000":["JAKE","KATRINA"]} |
social_interaction | single_span | What did people do right after Shure stood up and walked out of the room? | [
"Jake started talking about water bottles.",
"Lucia entered with coffee.",
"Tasha began writing on a paper.",
"Katrina stopped sending messages.",
"Tasha sat down and put on her glasses."
] | Tasha sat down and put on her glasses. | {"DAY3_11200000_11250000":["JAKE","KATRINA"]} |
social_interaction | single_span | What caused the group to start estimating which water bottle was the coldest? | [
"Jake accidentally bumped into one bottle and felt it.",
"Shure guessed it was the biggest bottle before testing.",
"Alice insisted on comparing them based on size and weight.",
"Tasha pointed out that one bottle was clearly colder.",
"Lucia thought of guessing first based on visual cues."
] | Tasha pointed out that one bottle was clearly colder. | {"DAY3_11450000_11500000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | Why did Katrina exclaim 'Oh my gosh!' multiple times during the discussion? | [
"She was excited about grading each other's papers and found the idea hilarious",
"She was teasing Shure for making a mistake on the cardboard",
"She got surprised realizing the wrong answers she had written on her sheet",
"She discovered the final answers and couldn't believe how many she got wrong",
"Luci... | She was excited about grading each other's papers and found the idea hilarious | {"DAY3_11500000_11550000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | Why did Katrina suddenly say '3 points!' with excitement? | [
"She was thrilled the crow only scored three points",
"She was applauding Alice for a perfect row of correct answers",
"She was teasing Shure about grading accuracy",
"She was reacting sarcastically to Jake’s strict marking scheme",
"She realized her mistake and still managed a decent score"
] | She was thrilled the crow only scored three points | {"DAY3_11500000_11550000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | Why did Lucia laugh and say 'eight glasses of water a day' with Katrina? | [
"Because they were joking about their hydration habits",
"Because Katrina made a funny comment about water intake",
"Because Lucia spilled water trying to combine cups",
"Because they were teasing Jake about not drinking water",
"Because Alice pointed out their empty water bottles"
] | Because Katrina made a funny comment about water intake | {"DAY3_11550000_12000000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | What made the group joke about losing weight while eating pizza? | [
"Alice spilled food leading to frustration",
"Lucía felt her glasses kept slipping during lunch",
"Their gloves kept slipping while eating",
"The durian pizza was too spicy to eat comfortably",
"Jake and Shure commented about everyone working too hard"
] | Jake and Shure commented about everyone working too hard | {"DAY3_12050000_12100000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | Who seemed most distracted by their phone while others were interacting about pizza? | [
"Shure periodically adjusting his glasses",
"Tasha scrolling through pricing details",
"Jake carrying pizzas back and forth",
"Alice folding boxes nearby",
"Katrina sending messages silently"
] | Tasha scrolling through pricing details | {"DAY3_12150000_12200000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | Who helped lighten the mood by suggesting there’s no need to refrigerate the pizza? | [
"Shure stating it should be in a shaded place",
"Lucia while talking about its picnic usage",
"Tasha jokingly discussing her price concerns",
"Jake who quickly opted to store it elsewhere",
"Alice just agreeing about leaving it out"
] | Shure stating it should be in a shaded place | {"DAY3_12150000_12200000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | What was Katrina laughing about during the conversation about gift rankings? | [
"Shure asking if the drum was any good",
"Alice teasing the idea of everyone voting for themselves",
"Lucia joking about a random item on the table",
"Jake’s explanation about starting with the last person",
"Tasha creating amusing names for her gift items"
] | Jake’s explanation about starting with the last person | {"DAY3_12200000_12250000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | How did they humorously tie their surroundings to dinner plans? | [
"They joked the tree branches could be chicken claws they'd eat for dinner.",
"They talked about gathering edible plants near the bridge.",
"They noted grass by the lake could be used as a garnish.",
"They humorously compared the vending machine contents to gourmet meals.",
"They suggested eating fish from ... | They joked the tree branches could be chicken claws they'd eat for dinner. | {"DAY3_15050000_15100000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
social_interaction | single_span | What was the group doing just before they all started laughing at Jake’s AI joke? | [
"Predicting human survival scenarios.",
"Chatting about the flowing creek water.",
"Walking on slippery stones.",
"Trying to avoid the frog sounds.",
"Looking for fallen beads on the road."
] | Chatting about the flowing creek water. | {"DAY3_15050000_15100000":["JAKE","ALICE","TASHA","LUCIA","KATRINA","SHURE"]} |
Project Page | Paper | GitHub
MA-EgoQA (Multi-Agent Egocentric Video Question Answering) is a benchmark designed to evaluate models on their ability to understand multiple long-horizon egocentric video streams simultaneously collected from embodied agents.
Built on the EgoLife dataset, it features 266 hours of multi-agent video where 6 people lived together for 7 days. The benchmark includes 1.7k questions that specifically require reasoning across more than two agents' observations.
The benchmark covers five distinct categories:
| Category | Abbr. | Description |
|---|---|---|
| Social Interaction | SI | Localizing conversations and group behaviors across video streams |
| Task Coordination | TC | How agents divide roles and collaborate toward shared goals |
| Theory of Mind | ToM | Reasoning about agents' beliefs, intentions, and mental states |
| Temporal Reasoning | TR | Concurrency and ordering of events across agents' timelines |
| Environmental Interaction | EI | Tracking distributed object usage across agents |
You can download the dataset using the Hugging Face CLI as follows:
huggingface-cli download KangsanKim71/MA-EgoQA --local-dir data --repo-type dataset
@misc{kim2026maegoqa,
title={MA-EgoQA: Question Answering over Egocentric Videos from Multiple Embodied Agents},
author={Kangsan Kim and Yanlai Yang and Suji Kim and Woongyeong Yeo and Youngwan Lee and Mengye Ren and Sung Ju Hwang},
year={2026},
eprint={2603.09827},
archivePrefix={arXiv},
primaryClass={cs.CV},
url={https://arxiv.org/abs/2603.09827},
}