category stringclasses 8
values | episode_id stringlengths 5 5 | media_id stringlengths 15 15 | memory_context stringclasses 7
values | memory_dependency stringclasses 9
values | options listlengths 0 11 | question stringlengths 65 174 | question_id stringlengths 5 5 | source_dataset stringclasses 2
values | task_type stringclasses 3
values |
|---|---|---|---|---|---|---|---|---|---|
N | E0284 | video/E0284.mp4 | null | null | [
"PREVENTIVE_INTERVENTION",
"INTERVENE_NOW",
"OFFER_DIRECTLY",
"DEESCALATE",
"REFER_TO_OTHER",
"WAIT_AND_OBSERVE",
"NO_INTERVENTION",
"ASK_FIRST",
"CORRECTIVE_INTERVENTION",
"IGNORE_HESITATION"
] | Given the person's uncertainty regarding the puzzle rules, what intervention is appropriate? | Q0876 | EasyCom | single_choice |
W | E0284 | video/E0284.mp4 | null | null | [
"They appear frustrated and cross their arms tightly.",
"They shift from passive waiting to smiling and looking engaged.",
"They look bored and start checking their phones.",
"They stand up and move away from the table.",
"They become visibly confused and look away from the card.",
"They remain completely... | How do the participants' emotional states change after the card is presented? | Q0351 | EasyCom | single_choice |
T | E0284 | video/E0284.mp4 | null | null | [
"0.0s-10.0s",
"10.0s-23.0s",
"23.0s-27.0s",
"27.0s-60.0s"
] | When is the appropriate time for the EGO_AGENT to transition from waiting to initiating the task? | Q0368 | EasyCom | single_choice |
W | E0286 | video/E0286.mp4 | null | null | [] | Based on the EGO_AGENT's responses to questions about their job and family, how would you characterize their communication style? | Q0500 | EasyCom | open |
T | E0286 | video/E0286.mp4 | null | null | [
"0.0s-9.8s",
"9.8s-12.5s",
"12.5s-16.2s",
"16.2s-33.6s"
] | Which time window is most appropriate for the EGO_AGENT to provide the specific details about their driving location? | Q0117 | EasyCom | single_choice |
W | E0286 | video/E0286.mp4 | null | null | [
"Confused and lost.",
"Engaged and inquisitive.",
"Distracted and disinterested.",
"Bored and impatient.",
"Aggressive and confrontational.",
"Hostile and defensive.",
"Passive and silent."
] | What psychological state do the two men at the table display during the interaction? | Q0261 | EasyCom | single_choice |
S | E0287 | video/E0287.mp4 | null | null | [] | During the interaction at 23.85-33.0s, what should the EGO_AGENT say to support the group conversation flow? | Q0809 | EasyCom | open |
G | E0287 | video/E0287.mp4 | null | null | [
"the person sitting on the right",
"the person sitting on the left",
"the person with dreadlocks",
"the person in the grey shirt",
"the person in the plaid shirt",
"the person in the grey polo",
"the person with short hair",
"the person with glasses and a beard",
"the person standing in the backgrou... | During the segment from 12.3-17.0s, which person asks about the other's clientele? | Q0851 | EasyCom | single_choice |
T | E0287 | video/E0287.mp4 | null | null | [
"0.0s-10.0s",
"10.0s-23.0s",
"23.0s-29.0s",
"29.0s-60.0s"
] | Which time window is most appropriate for the EGO_AGENT to transition the conversation from the man in the grey polo shirt to the man in the plaid shirt? | Q0137 | EasyCom | single_choice |
G | E0287 | video/E0287.mp4 | null | null | [
"A man with a beard and a blue button-down shirt on the left, and a man with short hair and a white t-shirt on the right.",
"A man with glasses and a black hoodie on the left, and a man with a cap and a striped shirt on the right.",
"A man with a grey polo shirt and a man with a plaid shirt, both seated on the ... | Which description accurately identifies the two individuals seated at the table based on their visual appearance? | Q0299 | EasyCom | single_choice |
S | E0288 | video/E0288.mp4 | null | null | [
"ACKNOWLEDGE",
"SET_BOUNDARY",
"COMFORT",
"APOLOGIZE",
"REDIRECT",
"VALIDATE",
"DEFER",
"OFFER_HELP",
"REJECT"
] | After the explanation of the Monty Hall problem, what is the primary function of the agent's response? | Q0530 | EasyCom | single_choice |
M | E0288 | video/E0288.mp4 | null | null | [
"Choosing a different door after a goat is shown.",
"Asking the host to reveal the prize behind the chosen door.",
"Calculating the exact probability using Bayes theorem.",
"Sticking with the initial choice to avoid risk.",
"Opening the door with the goat immediately to end the game.",
"Refusing to switch... | Based on the discussion of the Monty Hall problem, what conclusion did the group reach regarding the optimal strategy? | Q0860 | EasyCom | single_choice |
A | E0291 | video/E0291.mp4 | null | null | [
"GUIDE",
"WAVE",
"ALERT",
"BLOCK",
"DEMONSTRATE",
"ASSIST",
"RETRIEVE",
"REQUEST",
"OFFER",
"COMFORT",
"TERMINATE"
] | During 52.7-56.9s, which embodied action should the EGO_AGENT take? | Q0704 | EasyCom | single_choice |
N | E0293 | video/E0293.mp4 | null | null | [
"HESITANT_REQUEST",
"URGENT_REQUEST",
"AMBIGUOUS_REQUEST",
"REPEATED_REQUEST",
"REFUSED_REQUEST",
"UNMET_REQUEST",
"EXPLICIT_REQUEST",
"WITHDRAWN_REQUEST",
"NO_REQUEST",
"IMPLIED_REQUEST",
"INDIRECT_REQUEST"
] | During the interaction about Javascript usage, how does the person initiate their request to the EGO_AGENT? | Q0512 | EasyCom | single_choice |
W | E0293 | video/E0293.mp4 | null | null | [] | What emotional challenge does the speaker describe in their work? | Q0861 | EasyCom | open |
S | E0293 | video/E0293.mp4 | null | null | [
"Compliment her on her patience without addressing the emotional weight.",
"Remain silent to avoid interrupting her flow of thought.",
"Share a personal story about a similar difficult work experience.",
"Ask her to describe a specific incident in detail to understand the problem better.",
"Change the subje... | When the woman describes the challenge of staying positive while dealing with irate people, what is the most appropriate empathetic intent for the EGO_AGENT to convey? | Q0038 | EasyCom | single_choice |
S | E0298 | video/E0298.mp4 | null | null | [] | Why are the EGO_AGENT's responses during the drink order conversation appropriate for maintaining a positive interaction? | Q0555 | EasyCom | open |
A | E0298 | video/E0298.mp4 | null | null | [
"ORIENT_TOWARD_PERSON to show empathy.",
"OFFER_ALTERNATIVES to resolve the constraint.",
"IGNORE_REQUEST to proceed with the current order.",
"REPEAT_UNAVAILABLE_ITEM to emphasize the shortage.",
"LEAVE_COUNTER to consult the kitchen staff.",
"CHANGE_SUBJECT to discuss the weather.",
"REFUSE_SERVICE du... | When the user requests an unavailable item and asks for alternatives, what is the most appropriate embodied action for the EGO_AGENT? | Q0669 | EasyCom | single_choice |
W | E0298 | video/E0298.mp4 | null | null | [
"Bored and disinterested in the conversation.",
"Surprised and shocked by an unexpected event.",
"Anxious and confused about the menu options.",
"Sad and withdrawn from the group.",
"Tired and ready to leave the table.",
"Serious and focused on a business negotiation.",
"Amused and engaged in a lighthea... | Based on the visible facial expressions and body language of the woman in the blue shirt and the man in the plaid shirt, what is the most likely emotional state of the group? | Q0081 | EasyCom | single_choice |
T | E0298 | video/E0298.mp4 | null | null | [
"0.0s-10.0s",
"10.0s-25.0s",
"25.0s-45.0s",
"45.0s-60.0s"
] | Which time window is most appropriate for the EGO_AGENT to shift its policy from passive observation to active social engagement? | Q0159 | EasyCom | single_choice |
R | E0299 | video/E0299.mp4 | null | null | [
"Answer the question directly to satisfy curiosity.",
"Intervene immediately to discourage the action and assess safety.",
"Ask the other participants for their opinion on the object.",
"Encourage the user to lick the object to test the hypothesis.",
"Provide a detailed chemical analysis of the object's sur... | During 56.5-57.9s, what is the most appropriate response strategy for the EGO_AGENT? | Q0827 | EasyCom | single_choice |
T | E0299 | video/E0299.mp4 | null | null | [
"50.0s-56.0s",
"56.0s-58.0s",
"58.0s-60.0s",
"60.0s-65.0s"
] | Given that the person in the dark blue shirt is speaking and gesturing from 56.0s to 58.0s, which time window is most appropriate for the EGO_AGENT to respond? | Q0260 | EasyCom | single_choice |
S | E0300 | video/E0300.mp4 | null | null | [
"ACKNOWLEDGE",
"COMFORT",
"APOLOGIZE",
"REDIRECT",
"OFFER_HELP",
"SET_BOUNDARY",
"VALIDATE",
"ENCOURAGE",
"IGNORE"
] | During 46.1-50.0s, what response strategy does the EGO_AGENT employ in their utterance? | Q0590 | EasyCom | single_choice |
W | E0300 | video/E0300.mp4 | null | null | [
"FRUSTRATED",
"SURPRISED",
"CALM",
"HAPPY",
"NEUTRAL",
"EXCITED",
"BORED",
"CONFUSED",
"ANXIOUS",
"AMUSED",
"FURIOUS"
] | During 15.0-18.0s, what emotion is the person on the right displaying? | Q0693 | EasyCom | multiple_select |
G | E0300 | video/E0300.mp4 | null | null | [
"They are both sleeping at the table.",
"Both individuals are typing on separate laptops.",
"They are engaged in a physical exercise routine.",
"The person on the left is reading a book while the person on the right writes notes.",
"The person on the left is using a laptop while the person on the right obse... | What is the primary shared activity involving the person on the left and the person on the right at the beginning of the video? | Q0348 | EasyCom | single_choice |
T | E0300 | video/E0300.mp4 | null | null | [
"0.0s-30.0s",
"30.0s-47.0s",
"47.0s-50.0s",
"50.0s-60.0s"
] | Which time window is most appropriate for the EGO_AGENT to initiate a shared discussion about the laptop content? | Q0359 | EasyCom | single_choice |
R | E0301 | video/E0301.mp4 | null | null | [
"BOUNDARY_REINFORCED",
"BOUNDARY_TESTED",
"BOUNDARY_PUSHED_BACK",
"BOUNDARY_RENEGOTIATED",
"BOUNDARY_RESPECTED",
"BOUNDARY_VIOLATED",
"BOUNDARY_SET",
"NO_BOUNDARY",
"SOFT_BOUNDARY",
"CONSENT_GRANTED"
] | During 36.25-43.6s, what boundary or risk concern does the speaker express regarding consent? | Q0912 | EasyCom | single_choice |
S | E0304 | video/E0304.mp4 | null | null | [
"VALIDATE",
"APOLOGIZE",
"DECLINE",
"REDIRECT",
"ENCOURAGE",
"OFFER_HELP",
"SET_BOUNDARY",
"ASK_CLARIFICATION",
"ACKNOWLEDGE",
"COMFORT",
"IGNORE"
] | During 14.1-18.65s, what response strategy does the EGO_AGENT employ? | Q0453 | EasyCom | single_choice |
G | E0306 | video/E0306.mp4 | null | null | [
"the person sitting next to the window",
"the woman in the grey jacket",
"the man standing on the left",
"the man in the plaid shirt and vest",
"the man with the beard and glasses",
"the man in the grey jacket",
"the person wearing a name tag on the right",
"the man in the black jacket with glasses",
... | Which person is actively using the laptop throughout the episode? | Q0805 | EasyCom | single_choice |
W | E0321 | video/E0321.mp4 | null | null | [
"Surprised by an unexpected event.",
"Bored and disinterested in the conversation.",
"Anxious and uncomfortable with the situation.",
"Confused and trying to understand instructions.",
"Amused and engaged in a positive interaction.",
"Neutral and waiting for the session to start.",
"Sad and reflecting o... | What is the most likely affective state of the two men based on their facial expressions and body language? | Q0318 | EasyCom | single_choice |
G | E0321 | video/E0321.mp4 | null | null | [
"They are lying on a couch in a therapy room.",
"They are walking through a hallway with glass walls.",
"They are sitting in armchairs facing a television screen.",
"They are standing next to a whiteboard discussing a diagram.",
"They are seated across from each other at a large wooden table.",
"They are ... | Based on the visual evidence, how are the two primary participants situated in the room? | Q0355 | EasyCom | single_choice |
W | E0317 | video/E0317.mp4 | null | null | [
"He taps his fingers rhythmically on the table.",
"He repeatedly points his finger at the table surface.",
"He shakes his head to indicate disagreement.",
"He leans forward and clasps his hands together.",
"He crosses his arms to signal a defensive posture.",
"He gestures with an open palm towards the oth... | What specific non-verbal behavior does the man in the blue shirt exhibit while looking at the EGO_AGENT? | Q0114 | EasyCom | single_choice |
G | E0317 | video/E0317.mp4 | null | null | [
"He acts as a timekeeper for the session.",
"He records the responses of the other participants.",
"He reads the content of the paper aloud to the group.",
"He observes the interaction without participating.",
"He facilitates the discussion by asking questions.",
"He distributes materials to the seated pa... | What is the primary role of the man in the plaid shirt and cap during the initial phase of the interaction? | Q0360 | EasyCom | single_choice |
G | E0316 | video/E0316.mp4 | null | null | [
"A waiter standing near the table.",
"EGO_AGENT.",
"The man in the plaid shirt and cap.",
"The man in the black shirt sitting in the center.",
"The man in the black long-sleeve shirt and glasses.",
"The man in the yellow chair in the background.",
"The man in the blue shirt sitting on the left.",
"The... | Which participant is seated on the right side of the table, wearing a plaid shirt and a cap, and is actively adjusting his position while looking at the menu? | Q0291 | EasyCom | single_choice |
W | E0316 | video/E0316.mp4 | null | null | [
"Bored and disengaged from the activity.",
"Frustrated by the lack of food choices.",
"Serious and focused on a difficult decision.",
"Agitated and ready to leave.",
"Engaged and displaying positive affect.",
"Suspicious of the menu contents.",
"Sad and withdrawn from the group."
] | Based on the observed body language and facial expressions, what is the most likely emotional state of the group during the menu review? | Q0330 | EasyCom | single_choice |
W | E0314 | video/E0314.mp4 | null | null | [
"He is standing up to leave the table.",
"He is looking away from the conversation, appearing distracted.",
"He is actively speaking and gesturing while looking at the other participant.",
"He is laughing loudly and leaning back in his chair.",
"He is checking his watch repeatedly.",
"He is looking at the... | What is the primary state of the man in the dark sweater between 18 and 30 seconds? | Q0082 | EasyCom | single_choice |
W | E0314 | video/E0314.mp4 | null | null | [
"He points at the window to draw attention to something outside.",
"He checks his phone while the other person speaks.",
"He stands up and walks away from the table.",
"He looks down at the table and remains silent.",
"He interrupts the speaker to make a point.",
"He shakes his head in disagreement.",
"... | How does the man in the red t-shirt respond to the man in the dark sweater around the 30-second mark? | Q0193 | EasyCom | single_choice |
N | E0314 | video/E0314.mp4 | null | null | [
"Emotional reassurance that guessing is okay.",
"Clarification or confirmation of the object's color attribute.",
"Instructions on how to take turns in the game.",
"Encouragement to guess a different color immediately without waiting.",
"A request to change the lighting in the room to see the object better.... | During 18.6-24.2s, what specific type of support does the participant primarily need regarding the object's color? | Q0855 | EasyCom | single_choice |
T | E0319 | video/E0319.mp4 | null | null | [
"10.0s-13.0s",
"14.5s-17.0s",
"18.0s-21.0s",
"22.0s-25.0s"
] | Which time window is most appropriate for the EGO_AGENT to shift from passive observation to active engagement based on the man in the black shirt's behavior? | Q0323 | EasyCom | single_choice |
S | E0319 | video/E0319.mp4 | null | null | [
"Praise the man for his patience in reading the card.",
"Look at the card yourself and try to solve it silently.",
"Suggest that the riddle is too difficult and should be skipped.",
"Ask the man in the black shirt to read the card aloud again.",
"Acknowledge the content on the card and invite the group to s... | What is the most appropriate empathetic intent for the EGO_AGENT when the man in the black shirt places the card on the table and points at it? | Q0392 | EasyCom | single_choice |
W | E0308 | video/E0308.mp4 | null | null | [
"Engaged and explanatory, indicated by active gesturing and eye contact.",
"Anxious and hesitant, indicated by fidgeting and avoiding eye contact.",
"Bored and uninterested, indicated by slouching and lack of movement.",
"Sleepy and tired, indicated by closing his eyes and resting his head.",
"Aggressive an... | What psychological state does the man in the grey sweater exhibit after he lowers his hand and begins to speak? | Q0226 | EasyCom | single_choice |
T | E0310 | video/E0310.mp4 | null | null | [
"0.0s-20.0s",
"20.0s-25.0s",
"25.0s-30.0s",
"30.0s-45.0s"
] | Which time window is most appropriate for the EGO_AGENT to initiate the task instructions, considering the facilitator's actions? | Q0195 | EasyCom | single_choice |
G | E0310 | video/E0310.mp4 | null | null | [
"He is a delivery person dropping off supplies.",
"He is a researcher observing the interaction.",
"He is a participant joining the conversation.",
"He is a security guard checking the room.",
"He is a facilitator setting up the task equipment.",
"He is a janitor cleaning the table.",
"He is a technicia... | What is the primary role of the man in the black cap who enters the room carrying a laptop? | Q0391 | EasyCom | single_choice |
G | E0315 | video/E0315.mp4 | null | null | [
"The man in the red t-shirt sitting in the center.",
"The man in the dark sweater sitting on the left.",
"The man in the dark sweater slides the laptop from the left side.",
"The laptop is moved by an external force not visible in the frame.",
"The EGO_AGENT initiates the movement of the laptop.",
"The ma... | Which participant initiates the handover of the laptop to the EGO_AGENT? | Q0072 | EasyCom | single_choice |
A | E0069 | video/E0069.mp4 | null | null | [
"Put the tablet down and resume physical assembly immediately.",
"Withhold physical action to focus on providing visual context or instructions via the tablet.",
"Use the tablet to physically push the frame into place.",
"Ignore the tablet and ask the other person for verbal instructions.",
"Smash the table... | During 3–17.5s, which option best describes the appropriate embodied action or policy? | Q0773 | IndEgo | single_choice |
R | E0077 | video/E0077.mp4 | null | null | [
"Moderate risk: The object is heavy and awkward, requiring coordinated lifting and caution to prevent musculoskeletal injury or dropping the load.",
"High risk: The object is unstable and likely to fall, requiring immediate evacuation of the area.",
"No risk: The task is routine and poses no threat to safety.",... | During the lifting and wrapping sequence, what is the most appropriate safety policy or boundary assessment for the workers? | Q0600 | IndEgo | single_choice |
A | E0078 | video/E0078.mp4 | null | null | [
"WITHHOLD_ACTION to avoid interfering with the tool",
"MAINTAIN_POSITION to hold the structure steady",
"PREPARE_HANDOVER to take the tool from EGO_AGENT",
"CREATE_SPACE to move away from the frame",
"SUGGEST_ALTERNATIVE_TOOL to replace the Allen key immediately",
"OFFER_VERBAL_PRAISE to boost EGO_AGENT's... | During 0–40s, which option best describes the appropriate embodied action or policy? | Q0634 | IndEgo | single_choice |
A | E0080 | video/E0080.mp4 | null | null | [
"Hold the side panel of the case to stabilize it",
"Stand back and observe from a distance",
"Reach in to assist with component removal",
"Move the computer case to a different location",
"Close the side panel immediately to secure the components",
"Hand the EGO_AGENT a screwdriver from across the room",
... | During 0–40s, which option best describes the appropriate embodied action or policy? | Q0935 | IndEgo | single_choice |
A | E0285 | video/E0285.mp4 | null | null | [
"Place the menu face down on the table immediately.",
"Hold the menu up to read it while maintaining eye contact with the waiter.",
"Pass the menu to the person on the left without looking at it.",
"Ignore the menu and continue talking to the person on the right.",
"Immediately fold the menu in half and pla... | During 49.5–58.9s, which option best describes the appropriate embodied action or policy? | Q0739 | EasyCom | single_choice |
N | E0290 | video/E0290.mp4 | null | null | [
"REFUSED_REQUEST",
"IMPLIED_REQUEST",
"EXPLICIT_REQUEST",
"URGENT_REQUEST",
"WITHDRAWN_REQUEST",
"HESITANT_REQUEST",
"INDIRECT_REQUEST",
"REPEATED_REQUEST",
"COMMANDING_ORDER",
"RUDY_DEMAND"
] | What type of interaction does the standing man initiate when he asks the seated man to explain the game? | Q0788 | EasyCom | single_choice |
W | E0290 | video/E0290.mp4 | null | null | [
"NEUTRAL",
"HAPPY",
"SURPRISED",
"SAD",
"DISGUSTED",
"ANGRY",
"FEARFUL",
"ANXIOUS",
"FRUSTRATED",
"EXCITED",
"CONFUSED"
] | What emotion is the person in the grey polo shirt expressing when he says 'Darn it' and rubs his face? | Q0791 | EasyCom | single_choice |
R | E0292 | video/E0292.mp4 | null | null | [
"Instruct [PERSON_3] to turn around to check the wires herself.",
"Ignore the warning as the wires are likely not dangerous.",
"Maintain the current position and verbally reinforce the boundary to avoid the hazard.",
"Ask [PERSON_3] to move to a different room immediately.",
"Immediately rush forward to phy... | During 1.1–6.5s, the speaker warns [PERSON_3] about wires behind her. What is the most appropriate risk assessment and response for the speaker? | Q0829 | EasyCom | single_choice |
N | E0294 | video/E0294.mp4 | null | null | [
"UNMET_REQUEST",
"URGENT_REQUEST",
"EXPLICIT_REQUEST",
"NO_REQUEST",
"IMPLIED_REQUEST",
"REFUSED_REQUEST",
"INDIRECT_REQUEST",
"MET_REQUEST",
"HESITANT_REQUEST"
] | What form of interaction does the person who says 'It's white, remember?' engage in? | Q0782 | EasyCom | single_choice |
M | E0295 | video/E0295.mp4 | null | The customer explicitly states 'I'll take what you recommended', linking the current order to the waiter's past utterance. The current window alone does not contain the recommendation. | [
"Because it was the cheapest item on the menu.",
"Because the waiter had personally recommended it earlier.",
"Because her friend ordered the burger.",
"Because she saw it listed first on the menu.",
"Because she wanted to try the most expensive dish on the menu.",
"Because the steak was the only item lef... | Why did the customer in the yellow shirt specifically order the 'delicious steak'? | Q0609 | EasyCom | single_choice |
T | E0296 | video/E0296.mp4 | null | null | [
"50.0s-54.1s",
"59.0s-65.0s",
"54.1s-59.0s",
"65.0s-70.0s"
] | Which time window is most appropriate for the EGO_AGENT to wait for the group to reach a consensus before acting? | Q0844 | EasyCom | single_choice |
T | E0302 | video/E0302.mp4 | null | null | [
"49.4s-54.3s",
"54.3s-59.2s",
"59.2s-64.1s",
"64.1s-69.0s"
] | Which time window is most appropriate for the waiter to wait for the customer's answer after asking about the salad and mac and cheese? | Q0608 | EasyCom | single_choice |
M | E0303 | video/E0303.mp4 | [M1] The group sets meeting reminders for every Monday morning without fail.
[M2] The group prefers solving puzzles themselves and wants only minimal hints unless they explicitly ask for the answer.
[M3] The group separates paper and plastic items during their weekly recycling routine.
[M4] The group prefers keeping th... | The profile memory defines the group's preference for how they receive help with puzzles, directly determining whether the agent should prioritize the process (Memory A) or the result (Memory B). | [
"Immediately state the full solution to save time.",
"Withhold the solution and offer a small hint or encourage them to reason aloud.",
"Ignore the puzzle and change the subject.",
"Ask the person to leave the room so the others can solve it.",
"Announce the solution loudly to ensure everyone hears it immed... | Given that the person knows the answer but is hesitant to share it, what should EGO_AGENT do? | Q0964 | EasyCom | single_choice |
M | E0303 | video/E0303.mp4 | [M1] The group sets meeting reminders for every Monday morning without fail.
[M2] The group prefers hearing the solution promptly when someone already knows it rather than spending time working it out.
[M3] The group separates paper and plastic items during their weekly recycling routine.
[M4] The group prefers keeping... | The profile memory defines the group's preference for how they receive help with puzzles, directly determining whether the agent should prioritize the process (Memory A) or the result (Memory B). | [
"Immediately state the full solution to save time.",
"Withhold the solution and offer a small hint or encourage them to reason aloud.",
"Ignore the puzzle and change the subject.",
"Ask the person to leave the room so the others can solve it.",
"Praise the person for their honesty and then immediately end t... | Given that the person knows the answer but is hesitant to share it, what should EGO_AGENT do? | Q0971 | EasyCom | single_choice |
M | E0305 | video/E0305.mp4 | [M1] The user prefers using a mechanical pencil with soft lead for daily writing tasks.
[M2] The user performs gentle morning stretching exercises to wake up the body each day.
[M3] The user prefers receiving a small, non-spoiling hint and continuing when stuck on a puzzle.
[M4] The user organizes the closet by groupin... | The correct action depends entirely on Speaker 6's unstated preference for how to handle being stuck, which is captured in the profile memory. | [
"Offer a minimal, non-spoiling hint to help the person who mentioned overthinking continue reasoning.",
"Immediately explain the full solution to the puzzle.",
"Insist that the person who mentioned overthinking must solve the puzzle immediately without any further assistance.",
"Apologize profusely for the pu... | Given the person who mentioned overthinking and the person who suggested skipping, what should EGO_AGENT do next? | Q0975 | EasyCom | single_choice |
M | E0307 | video/E0307.mp4 | null | The current command 'Delete the timer' does not specify which timer or its prior state. Only by recalling the earlier 'Reset the timer' request can we determine the relevant timer being referred to. | [
"Start the timer",
"Pause the timer",
"Reset the timer",
"Set a new timer",
"Stop the timer immediately",
"Ignore the timer completely",
"Share the timer with someone else",
"Rename the timer before deletion",
"Move the timer to a different location",
"Calibrate the timer settings"
] | What action was requested regarding the timer before the command to delete it? | Q0981 | EasyCom | single_choice |
M | E0309 | video/E0309.mp4 | null | The hint about heat is only a valid solution strategy because of the 'one trip' constraint mentioned earlier. Without the constraint, one could simply go up and down multiple times to check the lights, making the heat trick unnecessary. | [
"Because the puzzle requires identifying switches with only one trip to the attic.",
"Because the light bulbs are broken and need to be replaced.",
"Because the participants are in a dark room and need more light.",
"Because the puzzle involves calculating the energy consumption of the bulbs.",
"Because the... | Why is the hint about older light bulbs giving off 'something else' (heat) critical for solving the puzzle? | Q0532 | EasyCom | single_choice |
M | E0309 | video/E0309.mp4 | null | The constraint is stated in the history segment (H1) and is not mentioned in the current segment (C1). | [
"You are only allowed one trip up the attic.",
"You must turn off all the lights before going up.",
"You have to bring a thermometer with you.",
"You can only go up the attic if it is daytime.",
"You must leave all your personal belongings at the bottom of the stairs.",
"You are required to wear a helmet ... | What specific constraint regarding the attic was established before the hint about light bulbs was given? | Q0702 | EasyCom | single_choice |
M | E0311 | video/E0311.mp4 | [M1] The user prefers scented candles with vanilla and lavender notes.
[M2] The user reviews their weekly planning schedule every Sunday morning.
[M3] The user always air dries dishes instead of using a towel.
[M4] The user prefers traditional Christian hymns. | The correct action depends entirely on the stored preference in the profile memory, as the user's request is generic and does not specify a sub-genre. | [
"Select a playlist of contemporary Christian worship songs.",
"Select a playlist of traditional Christian hymns.",
"Select a playlist of secular pop music.",
"Ask the user to specify a genre before playing anything.",
"Select a playlist of upbeat Christian rap and hip-hop tracks.",
"Select a playlist of C... | The user requests to 'Play some Christian music.' Based on the user's profile, which specific playlist should the EGO_AGENT select to fulfill this request? | Q0984 | EasyCom | single_choice |
M | E0311 | video/E0311.mp4 | [M1] The user prefers scented candles with vanilla and lavender notes.
[M2] The user reviews their weekly planning schedule every Sunday morning.
[M3] The user always air dries dishes instead of using a towel.
[M4] The user prefers contemporary Christian worship music. | The correct action depends entirely on the stored preference in the profile memory, as the user's request is generic and does not specify a sub-genre. | [
"Select a playlist of contemporary Christian worship songs.",
"Select a playlist of traditional Christian hymns.",
"Select a playlist of secular pop music.",
"Ask the user to specify a genre before playing anything.",
"Select a playlist of Christian rap and hip-hop tracks.",
"Select a playlist of classica... | The user requests to 'Play some Christian music.' Based on the user's profile, which specific playlist should the EGO_AGENT select to fulfill this request? | Q0986 | EasyCom | single_choice |
M | E0318 | video/E0318.mp4 | [M1] The user prefers concise, direct factual corrections when they are mistaken.
[M2] The user checks the weather app every morning before leaving home.
[M3] The user keeps all paper filing organized in labeled folders at home.
[M4] The user prefers dim evening lighting to relax after a long day. | The profile memory defines the user's preferred communication style for receiving corrections, which determines whether the agent should provide the answer directly or facilitate the user's own discovery. | [
"Directly state that switching wins with probability 2/3 and staying wins with probability 1/3.",
"Ask the person to trace the initial 1/3 choice and the remaining 2/3 probability, guiding them to see why switching is better.",
"Agree with the person to avoid conflict and move on to the next topic.",
"Ignore ... | Given the person's incorrect claim that staying has a higher probability in the Monty Hall problem, how should the EGO_AGENT respond? | Q0987 | EasyCom | single_choice |
M | E0320 | video/E0320.mp4 | [M1] The user prefers navy blue curtains for the living room windows.
[M2] The user prefers rich dairy-based substitutes when possible.
[M3] The user organizes paper filing by date in the home office.
[M4] The user cleans windows every Saturday morning with a squeegee. | The correct answer depends entirely on the stored preference for plant-based versus dairy-based ingredients, which is not visible in the current scene. | [
"Recommend unsweetened almond or oat milk, noting that neutral flavors work best for savory dishes.",
"Recommend heavy cream, half-and-half, or plain yogurt diluted with water for a richer texture.",
"Suggest using chicken broth as a direct 1:1 replacement for the milk.",
"Ask the speaker if they have any spe... | Given the speaker's request for a milk substitute in mac and cheese, what should the EGO_AGENT recommend? | Q0979 | EasyCom | single_choice |
A | E0322 | video/E0322.mp4 | null | null | [
"Turn away from the waiter to continue looking at the other diners.",
"Orient towards the waiter and make space on the table for the menu.",
"Reach out to grab the menu before the waiter places it.",
"Stand up to shake the waiter's hand.",
"Stand up abruptly to block the waiter's path while shouting for att... | During 25–28s, which option best describes the appropriate embodied action or policy? | Q0749 | EasyCom | single_choice |
S | E0322 | video/E0322.mp4 | null | null | [
"APOLOGIZE",
"DECLINE",
"SET_BOUNDARY",
"OFFER_HELP",
"COMFORT",
"ACKNOWLEDGE",
"VALIDATE",
"ASK_CLARIFICATION",
"ENCOURAGE",
"REDIRECT",
"IGNORE"
] | During 44.5–45.1s, which option best describes the appropriate verbal response strategy? | Q0759 | EasyCom | single_choice |
N | E0323 | video/E0323.mp4 | null | null | [
"NO_REQUEST",
"HESITANT_REQUEST",
"URGENT_REQUEST",
"WITHDRAWN_REQUEST",
"EXPLICIT_REQUEST",
"UNMET_REQUEST",
"REPEATED_REQUEST",
"IMPLIED_REQUEST",
"INDIRECT_REQUEST",
"REFUSED_REQUEST",
"AGGRESSIVE_REQUEST"
] | What form of request does the person in the gray shirt make when responding to the offer of a hint? | Q0644 | EasyCom | single_choice |
A | E0457 | video/E0457.mp4 | null | null | [
"Approach the agent to ask if the task is finished.",
"WITHHOLD_ACTION to allow the agent to focus on the device or take a break.",
"Take the smartphone to check the time.",
"Continue working on the wooden block alongside the agent.",
"Immediately start a loud conversation to ensure the agent does not feel ... | During 3–39s, which option best describes the appropriate embodied action or policy? | Q0698 | IndEgo | single_choice |
R | E0462 | video/E0462.mp4 | null | null | [
"Immediately intervene to take over the lifting to prevent strain.",
"Maintain a safe distance and monitor for signs of struggle or loss of balance.",
"Ask the agent to stop and rest before continuing.",
"Hand the agent a tool to help secure the plank faster.",
"Rush forward to grab the plank immediately to... | During 3–11s, which option best describes the appropriate risk or boundary assessment and response? | Q0623 | IndEgo | single_choice |
A | E0473 | video/E0473.mp4 | null | null | [
"ORIENT_TOWARD_PERSON: Turn the screen towards the partner to show the image for verification.",
"PREPARE_HANDOVER: Put the phone away and pick up the screw hooks.",
"CREATE_SPACE: Step back to give the partner room to look at the phone.",
"MAINTAIN_POSITION: Keep the phone facing EGO_AGENT and wait for the p... | Given that EGO_AGENT has found an image of “screw hooks” on the phone and needs to let the partner verify the item, which embodied action is most appropriate? | Q0673 | IndEgo | single_choice |
R | E0474 | video/E0474.mp4 | null | null | [
"Assume the load is light and proceed quickly to clear the hallway.",
"Assess the risk of the bars shifting or pinching fingers and coordinate a slow, controlled strapping process.",
"Ask the person struggling to align the bars to handle the strapping alone to avoid personal injury.",
"Ignore the potential fo... | During 0–40s, which option best describes the appropriate risk or boundary assessment and response for EGO_AGENT wearer? | Q0675 | IndEgo | single_choice |
T | E0289 | video/E0289.mp4 | null | null | [
"0.5s-4.2s",
"5.1s-9.8s",
"10.2s-14.5s",
"25.1s-28.3s"
] | When should EGO_AGENT continue waiting rather than take the floor? | Q0443 | EasyCom | single_choice |
T | E0297 | video/E0297.mp4 | null | null | [
"10.0s-15.0s",
"20.0s-25.0s",
"29.9s-36.6s",
"40.0s-45.0s"
] | When should EGO_AGENT continue waiting rather than make another guess? | Q0440 | EasyCom | single_choice |
T | E0312 | video/E0312.mp4 | null | null | [
"12.0s-18.0s",
"25.0s-31.0s",
"38.0s-44.0s",
"46.0s-51.0s"
] | When should EGO_AGENT acknowledge the concern raised by the speaker's long daily driving hours? | Q0436 | EasyCom | single_choice |
T | E0313 | video/E0313.mp4 | null | null | [
"30.9s-44.4s",
"44.5s-46.0s",
"46.1s-48.0s",
"48.1s-50.0s"
] | Which time window is most appropriate for EGO_AGENT to briefly yield the floor to the first clear interruption during the explanation? | Q0434 | EasyCom | single_choice |
W | E0304 | video/E0304.mp4 | null | null | [
"He is distracted by something outside the room.",
"He is engaged and enjoying the conversation.",
"He is tired and struggling to stay awake.",
"He is angry and disagreeing with the others.",
"He is bored and waiting for the meeting to end.",
"He is nervous and unsure of what to say.",
"He is confused a... | What is the most likely state of the man on the left based on his smiling expression and hand gestures? | Q0115 | EasyCom | single_choice |
PsycheMME review release
This is a partial, text-only benchmark release, accompanied by selected evaluation code and complete lightweight main-table results. It contains 78 questions from EasyCom and IndEgo, evaluator-only references, 48 episode transcript records, a 1,000-question metadata index and source locators for all 630 original episodes. No video or audio is rehosted. It is not the complete 1,000-question evaluation dataset or the full construction/training pipeline.
Get started
Install from the dataset root with Python 3.10+: python -m pip install ., then run psychemme doctor and psychemme demo --output runs/demo. The demo is synthetic, offline and needs no GPU or API key. Expected Raw/Verified: 75.00%/71.18%; no new real-model experiment is implied.
For a new user, the GitHub quick start, 中文入门, model integration recipe and troubleshooting provide the complete path. Public data download in the newer tooling remains pinned to the previous data snapshot; original data, scores and weights are unchanged.
Models
The exact paper LoRA adapters are SFT458 and GRPO-Step32. Their cards provide weight hashes, the pinned base revision and the matched final evaluation configuration. They are not full-parameter fine-tunes.
Check the paper table
Download this repository, then run python3 code/recompute_main_table.py from its root. Only the Python standard library is needed. The script replays all 190 displayed values for 19 model entries from 19,000 per-question numeric records. Failures remain in the 1,000-question denominator for each model. Capabilities receive equal weight in the headline macro metric. This checks arithmetic and ID closure; it does not independently validate historical calls, judge decisions or the input videos.
Data access, privacy and permissions
See DATA_ACCESS.md, source locators and source-specific notices. Links locate original media; they do not grant access or redistribution rights. Ego4D requires the recipient's own approval. Restricted-source question text, evidence and transcripts are omitted from this release.
Question and episode IDs are pseudonyms. Author/machine paths are removed. Direct personal names and identified workplace/location strings in the released text copies are replaced by placeholders; dataset/text_subset/redaction_ledger.jsonl records affected fields and counts without reproducing removed identifiers. This is targeted text redaction, not a guarantee of complete anonymity. Source media can contain recognizable faces and voices. No media is distributed or modified here.
dataset/text_subset/references_EVALUATOR_ONLY.jsonl contains answers and evidence for evaluation only. Never append it to the model's question, video, ASR or supplied memory. Synthetic profile-memory alternatives used in tasks should not be treated as verified personal profiles of participants.
Quality and score scope
Historical review flags and format/timestamp signals are preserved in dataset/review_signals.jsonl. The 170-question review queue is a union of overlapping signals, not an error-rate estimate. It includes legacy reference labels and timestamp-coordinate questions requiring semantic/video review. No full per-video semantic correctness certification is claimed. Questions were not removed from the numerical full-table export because of known issues.
The 78-question text subset includes every EasyCom/IndEgo question and is selected by source permission, not model performance or perceived quality. It is not representative of all eight sources. References retain known issues rather than silently repairing answers. Redacted copies differ from the original frozen paper inputs; archived full-table scores must not be reported as scores newly measured on the edited subset.
Evaluation tools and reproduction
The installable evaluation package provides validate, replay, infer, judge and score. Run pip install -e ./code with Python 3.10 or later, then psychemme replay --root . --output runs/factor_replay.json. This reconstructs all 19,000 scores from archived answer credit and coverage/support/logic factors and checks all 190 main-table cells. It does not independently re-grade all original answers or re-run the Judge.
The standalone GitHub code repository contains the same evaluation tools. The clean-install tutorial, scoring protocol, data format, eight-capability taxonomy, model metadata and acceptance checklist describe the exact scope. JSON Schemas are in schemas/; machine-readable counts, source coverage and CSV score exports are also included.
The portable runner uses the final matched Base/SFT/GRPO prompt/parser and full-timeline 1 fps / cap64 sampling. Locally supplied media must match the expected frozen hash. code/reference_core/ retains historical helpers, including an older uniform-32-frame default, for provenance. The historical custom offload code and all model/provider-specific backends are not bundled. A fresh full GPU evaluation is not certified by these software tests.
results/scoring_inputs.jsonl contains all 19,000 basic-credit/rationale-coverage/support/logic factor records and statuses, including valid parsed choice labels. Full main-table numeric coverage is separate from the 18 rights-constrained detailed prediction/Judge examples. Raw rationale prose and open-answer text for all models are not published. See LOG_FORMATS.md for exact scope.
This is review-v0.3.0, documented in CHANGELOG.md. The 78-question text subset and original paper/checkpoint results are unchanged. Complete 1,000-question text access, verified clip reconstruction and complete construction/training code remain outside this partial release.
Code is Apache-2.0. EasyCom-derived text is CC BY-NC 4.0; IndEgo-derived text is CC BY 4.0. The source-specific notices take precedence over any blanket interpretation of this repository's metadata. The project website is https://psychemme.github.io/ .
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