LongVideoAgent: Multi-Agent Reasoning with Long Videos
Paper
• 2512.20618 • Published
• 55
qid int64 0 122k | q stringlengths 26 258 | a0 stringlengths 1 309 | a1 stringlengths 1 288 | a2 stringlengths 1 214 | a3 stringlengths 1 341 | a4 stringlengths 1 698 | ts listlengths 2 2 | episode_name stringclasses 914 values | occur_clip stringlengths 20 28 | show_name stringclasses 6 values | answer stringclasses 5 values |
|---|---|---|---|---|---|---|---|---|---|---|---|
0 | Where is Meredith when George approaches her? | Cafeteria | Hallway | Car | Patients room | Outside | [
76.01,
84.2
] | grey_s03e20 | grey_s03e20_seg02_clip_14 | Grey's Anatomy | a4 |
1 | What was in the back of Zoey's van after she opened the doors? | A dog with a broken leg. | Stolen electronics. | Bunnies. | A romantic dinner. | A desk to put together. | [
45.05,
61.29
] | met_s06e05 | met_s06e05_seg02_clip_09 | How I Met You Mother | a2 |
2 | What color cups are Monica and Ross drinking out of when they are discussing Rachel | The color of the cups they are drinking from is blue | The color of the cups they are drinking from is green | The color of the cups they are drinking from is purple | The color of the cups they are drinking from is red | The color of the cups they are drinking from is black | [
15.09,
24.37
] | friends_s03e11 | friends_s03e11_seg02_clip_06 | Friends | a3 |
3 | What does Penny mean when she says she knows what's causing Amy's condition? | Penny means that the man is turning Amy on. | Penny means that her shoes are too tight. | Penny means that she ate too much. | Penny means that she is drunk. | Penny isn't sure what she means but it sounds good. | [
43.42,
46.3
] | s04e10 | s04e10_seg01_clip_03 | The Big Bang Theory | a0 |
4 | What was on the back of the pills when the patient asked for cough pills? | A hashtag | A star | A picture of House | A number | A letter | [
114.78,
135.3
] | house_s01e03 | house_s01e03_seg02_clip_25 | House M.D. | a4 |
5 | What was Penny holding when she said "He really seems into her"? | Binoculars. | A magnifying glass. | A bottle of water. | A burrito. | A sandwich. | [
11.29,
15.87
] | s09e08 | s09e08_seg02_clip_08 | The Big Bang Theory | a0 |
6 | What did Ted do after the girl in the green top walked out the door? | He chased her. | He started walking backwards. | He walked to the window. | He sat on the couch. | He rubbed his eyes. | [
1.18,
4.73
] | met_s03e18 | met_s03e18_seg02_clip_09 | How I Met You Mother | a1 |
7 | What is Robin holding in her hand when she is talking to Ted about Zoey? | A martini glass | Nachos | Her purse | Marshall's book | A beer bottle | [
1.21,
8.49
] | met_s06e22 | met_s06e22_seg01_clip_02 | How I Met You Mother | a4 |
8 | Why is Castle vexed after he read the note? | Castle is in an affair with Whitney. | Castle is on the verge of being constipated. | Castle believed he will see blood in the kitchen of the crime scene. | Castle needs some appreciation. | Castle wants to look in the car again for his keys. | [
56.18,
72.02
] | castle_s07e13 | castle_s07e13_seg02_clip_07 | Castle | a2 |
9 | What did Joey throw to Ross after talking about having to pee? | A calculator. | His jacket. | His underwear. | A ball. | A cup of coffee. | [
0,
5.51
] | friends_s05e21 | friends_s05e21_seg02_clip_03 | Friends | a3 |
10 | What did Joey wave after Mike said something about taking chances? | A napkin | His hand | The menu | His glass | A breadstick | [
11.98,
21.67
] | friends_s09e03 | friends_s09e03_seg02_clip_08 | Friends | a1 |
11 | Who leaves the apartment after Rachel asks the fire fighters out for a date? | Phoebe | Monica | Rachen | The fire fighters | Ross | [
8.28,
29.69
] | friends_s01e14 | friends_s01e14_seg02_clip_22 | Friends | a3 |
12 | How Burke wants to confirm the resulst after end talking to the doctors? | Burke will fax to confirm the results. | Burke will call to confirm the results. | Burke wants to confirm the results in person. | Burke will e-mail to confirm the results. | Burke will send ALex to confirm the results. | [
39.96,
42.78
] | grey_s02e25 | grey_s02e25_seg02_clip_19 | Grey's Anatomy | a2 |
13 | What does Meredith do after Shepherd leaves the scrubbing room? | Meredith hands Dr. Bailey a note. | Meredith apologizes to Dr. Bailey and leaves. | Meredith enters the scrub room to talk with Dr. Bailey. | Meredith asks Dr. Bailey if she can assist on the surgery. | Meredith begins washing her hands at the sink. | [
41.33,
49.13
] | grey_s01e06 | grey_s01e06_seg02_clip_12 | Grey's Anatomy | a2 |
14 | Who was Brenna talking to when he said "Sorry, I missed." | James | His son | The driver | The waiter | The patient | [
5.8,
9.82
] | house_s04e05 | house_s04e05_seg02_clip_10 | House M.D. | a4 |
15 | How does Chandler try to resolve conflict with Monica after agreeing that she is high maintenance? | Chandler argues that Phoebe and Rachel are high mantenance too. | Chandler says that he didn't mean it and takes back what Chandler said. | Chandler points out that everyone has a flaw. | Chandler says that it is good that she is high maintenance and Chandler likes it. | Chandler says he has more flaws than Monica. | [
46.54,
55.73
] | friends_s06e12 | friends_s06e12_seg02_clip_16 | Friends | a3 |
16 | What did Robin do after he said I have half hour to make it to the studio | Robin put her coat on | Robin sat on the couch | Robin used the restroom | Robin gave her phone to Barley | Robin put her phone in her purse | [
5.95,
11.01
] | met_s04e03 | met_s04e03_seg02_clip_10 | How I Met You Mother | a4 |
18 | What did Joey have on the back of his head after Rachel walked in | Joey did not have anything | Joey had peanut butter | Joey had gum | Joey had oil | Joey had hair glue | [
22.34,
25.53
] | friends_s09e19 | friends_s09e19_seg02_clip_19 | Friends | a1 |
19 | What did Chandler do when phoebe promise to give him money? | Chandler eat food | Chandler close door and walk away | Chandler ran to the stairs | Chandler smoke a cigarette | Chandler come back to the apartment. | [
86.51,
93.64
] | friends_s01e03 | friends_s01e03_seg02_clip_20 | Friends | a4 |
20 | What does Campbell do when he's at the youth hostel? | Teach. | Counsel the youth. | Mentor youth. | Recruit youth. | Speak to the youth. | [
28.49,
33.38
] | castle_s05e07 | castle_s05e07_seg02_clip_18 | Castle | a3 |
21 | What kind of shirt was Beckett wearing when she was asking Mr. Strange about his illusions? | A cardigan. | A turtleneck. | A button down blouse. | A polo shirt. | A sweatshirt. | [
2.25,
12.15
] | castle_s03e12 | castle_s03e12_seg02_clip_09 | Castle | a1 |
22 | How long will it be before Cuddy comes back and takes over the hospital? | It will be five weeks. | It will be two weeks. | It will be four weeks. | It will be three weeks. | It will be six weeks. | [
35.7,
49.89
] | house_s02e09 | house_s02e09_seg02_clip_01 | House M.D. | a3 |
23 | What instrument is Raj playing when Raj and Howard have their show? | Raj is playing flute. | Raj is playing guitar. | Raj is playing drums. | Raj is playing trumpet. | Raj is playing keyboard. | [
56.75,
62.02
] | s09e04 | s09e04_seg02_clip_15 | The Big Bang Theory | a1 |
24 | What does Castle show Beckett after he turns around? | Vampire fangs. | A piercing. | A photo of Crow. | A vampire cape. | Vampire nails. | [
41.42,
46.88
] | castle_s02e06 | castle_s02e06_seg02_clip_03 | Castle | a0 |
25 | Why does Pete say he left Monica that large tip after she storms into his office? | Because he won the lottery and is slowly giving away his winnings to people he likes | Because he wants her to marry him tomorrow | Because he thought she was the best at her job he'd ever seen | Because he knows her mom is sick and he wants to help with the bills | If he didn't, she wouldn't have visited him and there would be no tension between them | [
32.58,
42.82
] | friends_s03e18 | friends_s03e18_seg02_clip_12 | Friends | a4 |
26 | What did Barney drink before praying to the Gods? | Barney drank apple juice | Barney drank a pale of water | Barney did not drink anything | Barney drank 6 shots of whiskey | Barney had some pie | [
0,
13.34
] | met_s05e04 | met_s05e04_seg02_clip_05 | How I Met You Mother | a3 |
27 | What room was Wilson breaking into when House found him? | The bedroom. | The bathroom. | The living room. | the kitchen. | The dining room. | [
24.71,
47.51
] | house_s07e01 | house_s07e01_seg02_clip_12 | House M.D. | a3 |
28 | What is Sheldon reaction after Gablehouser's introduction? | Angry | Joyful | Sarcastic | Worried | Depressed | [
0,
26.85
] | s01e12 | s01e12_seg02_clip_14 | The Big Bang Theory | a2 |
29 | What does Mrs. El Marsi do after saying she thanks God? | hugs her husband | shakes the police officer's hand | get a tissue out of her purse | starts singing | falls on the ground | [
0,
8.46
] | castle_s05e15 | castle_s05e15_seg02_clip_15 | Castle | a0 |
30 | When he boy by the table starts ranting to House after what does House grab? | House grabs a cellphone | House grabs a document | House grabs a knife and uses it | House grabs a picture | House grabs a gun and shoots it | [
65.54,
81.01
] | house_s07e13 | house_s07e13_seg02_clip_00 | House M.D. | a4 |
31 | What song is Amy playing when Sheldon is on the couch? | "Hotel California" | "Stairway To Heaven" | "Don't Stop Believing" | "Dead Or Alive" | Some tune she just made up. | [
0,
20.17
] | s05e18 | s05e18_seg02_clip_02 | The Big Bang Theory | a3 |
32 | How many lamps were above the patient when Adams told them they may have a serious condition? | Three | One | Four | Two | Six | [
50.12,
54.11
] | house_s08e03 | house_s08e03_seg02_clip_03 | House M.D. | a3 |
33 | Why does House say Kutner has to pay for his dry cleaning after getting in his office? | Spilled coffee on his couch | Thinks he spilled the coffee | Wearing his extra suit | Using his shirt to save someone | Chair smells like cat pee | [
110.3,
132.84
] | house_s05e18 | house_s05e18_seg02_clip_25 | House M.D. | a4 |
34 | How did Barney feel when he was the champion? | bored | happy | proud | angry | tired | [
0,
17.71
] | met_s06e13 | met_s06e13_seg02_clip_08 | How I Met You Mother | a2 |
35 | When was Alice killed according to Beckett when she is talking with Castle and Esposito?? | Last Night | Last Week | Thursday | Sunday | Monday | [
64.09,
66.67
] | castle_s06e08 | castle_s06e08_seg02_clip_17 | Castle | a0 |
36 | What did Chris say after House said they needed to make her colder? | I think we should actually make her hotter. | Putting more ice on her is just delaying the diagnosis. | I don't think you have any idea what you're talking about. | Chris said nothing. He just glared at House. | He said "Oh no!" and ran quickly out of the room. | [
0.8300000000000001,
4.98
] | house_s04e16 | house_s04e16_seg02_clip_07 | House M.D. | a1 |
37 | What scene did Joey and the blonde girl he just met walk into after they walked away? | The lingerie section of the store. | A pile of boxes full of clothes. | A sunset | The men's underwear department. | The cosmetics section of the department store. | [
6.5600000000000005,
14.15
] | friends_s02e02 | friends_s02e02_seg02_clip_17 | Friends | a2 |
38 | What are Howard and Elon doing when they are at a soup kitchen? | They are fighting. | They are helping themselves. | They are nagging each other. | They are helping the less fortunate. | They are yelling. | [
19.37,
26.81
] | s09e09 | s09e09_seg02_clip_12 | The Big Bang Theory | a3 |
39 | Where is house at when Cuddy asks him to drink the ginger? | Sitting on bathroom floor | At his desk | In the hospital | In the car | At kitchen table | [
25.77,
34.05
] | house_s05e23 | house_s05e23_seg02_clip_22 | House M.D. | a0 |
40 | What did Serena do to Beckett after she told her she looks forward to working with her? | Yelled at her. | Rolled her eyes. | Smiled and shook her hand | Frowned | Ignored her. | [
80,
86.52
] | castle_s04e05 | castle_s04e05_seg02_clip_04 | Castle | a2 |
41 | What task said Sheldon after putting sauce on his sandwich? | Massages. | Pick up a tuxedo. | General physician. | Get new heels. | Drop books. | [
22.02,
62.02
] | s05e15 | s05e15_seg02_clip_05 | The Big Bang Theory | a3 |
42 | Why did Howard refuse to help Leonard after Priya got upset? | He was afraid of Priya. | He didn't want to get in the middle of it all. | He wanted to finish his meal in peace. | Because he found the whole situation hilarious. | He had to leave immediately. | [
44.27,
54.3
] | s04e22 | s04e22_seg02_clip_05 | The Big Bang Theory | a3 |
43 | where was rachel when ross was standing | rachel was leaving the door | rachel was riding the bike in the snow | rachel was running around with a dagger | rachel was about to take a shower | rachel was near the window | [
0,
20.16
] | friends_s10e01 | friends_s10e01_seg02_clip_05 | Friends | a4 |
44 | What are Raj, Howard, and Leonard wearing when they are in the movie theater? | capes | sweaters | glasses | hats | masks | [
26.09,
31.98
] | s01e11 | s01e11_seg02_clip_11 | The Big Bang Theory | a4 |
45 | Where are Amy and Sheldon when they are hanging out? | They are at Leonard's apartment. | They are at Sheldon's apartment. | They are at Amy's apartment. | They are at Howard's apartment. | They are at Amy's lab. | [
0,
0.9400000000000001
] | s06e10 | s06e10_seg02_clip_09 | The Big Bang Theory | a2 |
46 | Why was Richard not willing to accept a fax from Alice with her signature on it when Agnes suggested it? | Richard did not want t go through the trouble of having to receive the fax. | Richard thought the fax would not arrive on time. | Richard thought someone would forge Alice's signature in the fax. | Richard did not think Alice was capable of sending the fax. | Richard needed her original signature. | [
41.54,
44.28
] | grey_s02e15 | grey_s02e15_seg02_clip_13 | Grey's Anatomy | a4 |
47 | Where was Bailey when Meredith called Derek? | In the paitent room. | In the elevator. | In the hallway. | In a breakfoom. | Going down stairs. | [
30.04,
36.87
] | grey_s01e06 | grey_s01e06_seg02_clip_06 | Grey's Anatomy | a2 |
48 | What is Leonard doing when Sheldon and Raj are talking? | Reading a book | Texting on his phone | Looking at something on his laptop | Eating | Flipping through papers | [
30.84,
35.98
] | s04e24 | s04e24_seg02_clip_08 | The Big Bang Theory | a3 |
49 | Who is Castle with when he walks into Universal Banking Solutions? | Beckett | himself | Avery | Alexis | Esposito | [
0,
5.28
] | castle_s06e12 | castle_s06e12_seg02_clip_05 | Castle | a0 |
50 | Why did Martha say was the reason for Alexis practicing her lines wearing her costume when speaking to Castle? | It was mandatory for all members of the cast. | Not enough clothes for Alexis to wear. | Martha wanted to see her like that for personal reasons. | Alexis thought it was more comfortable to wear. | For it to be second nature later. | [
12.74,
24.12
] | castle_s03e07 | castle_s03e07_seg02_clip_14 | Castle | a4 |
51 | Where was Mr. Geller when he told Monica they kind of figured about the porch swing? | Sitting next to Phoebe. | Standing next to Monica. | Sitting on the sofa. | Sitting on the bed. | Standing in the kitchen. | [
21.43,
29.31
] | friends_s06e09 | friends_s06e09_seg02_clip_21 | Friends | a2 |
52 | How does Ross react after he mentions Rachel having children with Joey? | Ross proposes to Rachel. | Ross is ecstatic. | Ross hugs Rachel. | Ross runs out the door. | Ross is devastated. | [
19.11,
27.09
] | friends_s10e02 | friends_s10e02_seg02_clip_17 | Friends | a4 |
53 | Who was talking on the phone before Joey picked up the phone the first time? | Rachael | Chandler | Monica | Phoebe | Ross | [
0,
27.6
] | friends_s02e01 | friends_s02e01_seg02_clip_07 | Friends | a4 |
54 | What type of stuff animal did 13 examine when she was on the phone with House? | mouse | lion | tiger | elephant | pig | [
20.37,
28.52
] | house_s07e23 | house_s07e23_seg02_clip_06 | House M.D. | a3 |
56 | where is house when wilson tells him that he has cancer? | in the conference room | at wilsons home | at houses home | sitting on a sofa in wilsons office | in the lab | [
2,
12.01
] | house_s08e18 | house_s08e18_seg02_clip_27 | House M.D. | a3 |
58 | What gesture does Rachel do when she is talking to Ross about their dates that didn't show? | She strokes her chin while she is thinking. | She points to her head like she had an idea. | She shakes her fist in anger. | She points at Ross a few times. | She waves to Joey and Phoebe in the window. | [
12.21,
17.7
] | friends_s09e14 | friends_s09e14_seg02_clip_20 | Friends | a3 |
59 | What was the name of the person Ross was about to meet when he was at the restaurant? | Bryan Hobart. | Benji Hogart. | Benjamin Hogwarts. | Benjamin Hobart. | Ben Hamilton. | [
45.92,
51.62
] | friends_s10e06 | friends_s10e06_seg02_clip_05 | Friends | a3 |
60 | What does Amanda say she should've have done the night before because her friend had been weird? | Stayed home. | Given her a loan. | Taken her friend out. | Given her friend more hugs. | Reported it to the authorities. | [
2.29,
10.55
] | castle_s05e17 | castle_s05e17_seg02_clip_01 | Castle | a0 |
61 | Who does the headmaster suggest Castle and Beckett talk to when they're inquiring about Donny? | The headmaster suggests Castle and Beckett talk to Donny's sister. | The headmaster suggests Castle and Beckett talk to Donny's ex-girlfriend. | The headmaster suggests Castle and Beckett talk to Donny's football coach. | The headmaster suggests Castle and Beckett talk to Donny's friends. | The headmaster suggests Castle and Beckett talk to Donny's boyfriend. | [
71.52,
76.53
] | castle_s01e04 | castle_s01e04_seg02_clip_02 | Castle | a3 |
62 | What did Castle do before he suggested he and Beckett get married? | He got down on one knee. | He turned onto his side. | He pulled her into his arms. | He held her hand. | He tucked her hair behind her ear. | [
29.93,
39.17
] | castle_s07e02 | castle_s07e02_seg02_clip_26 | Castle | a1 |
63 | How did Ted feel when Robin asked Ted to be best man? | gloomy | bored | angry | tired | happy | [
26.28,
43.97
] | met_s06e12 | met_s06e12_seg02_clip_18 | How I Met You Mother | a4 |
64 | Where did Beckett say the people in her joke walk into before Castle said they had no punch line? | A wedding reception | A church | A night club | A coffee shop | A burlesque bar | [
0,
7.23
] | castle_s03e01 | castle_s03e01_seg02_clip_23 | Castle | a4 |
65 | Who did Francisco say must have put the microphone in Sofia's trailer when talking to Beckett and Esposito? | He did. | Ana. | One of Sofia and Ana's costars. | The tabloids. | He doesn't know. | [
0,
14.01
] | castle_s07e12 | castle_s07e12_seg02_clip_26 | Castle | a3 |
66 | What is Wilson's reaction after he awakes and sees John sitting in the room with him? | He looks confused | He looks happy | he looks very sad and depressed | He looks very angry | He runs out of the room | [
55.82,
77.21
] | house_s08e19 | house_s08e19_seg02_clip_15 | House M.D. | a0 |
67 | What does Sheldin say after Leonard says he made a mistake about Penney? | He says you have to narrow it down | He looks silently at him | He smiles then nodds | He leaves him | He kicks Leonard | [
47.14,
62.02
] | s01e17 | s01e17_seg02_clip_14 | The Big Bang Theory | a0 |
68 | Why was Sheldon going to get a knife and fork when he was going to eat a Sloppy Joe? | Mary wanted Sheldon to not eat using his hands. | Sheldon wanted to show off sophistication to Amy. | Sheldon said that Joe may be Sloppy, but he isn't sloppy. | Amy wanted Sheldon to get a knife and fork for her. | Sheldon was going to get it for Mary. | [
50.27,
56.33
] | s10e12 | s10e12_seg02_clip_02 | The Big Bang Theory | a2 |
69 | Who says that Lily is a laugh slut when he is talking about Lily? | Marshall says that Lily is a laugh slut. | Ted says that Lily is a laugh slut. | Barney says that Lily is a laugh slut. | Stuart says that Lily is a laugh slut. | Tina says that Lily is a laugh slut. | [
15.27,
20.26
] | met_s02e11 | met_s02e11_seg02_clip_01 | How I Met You Mother | a2 |
70 | Why Sheldon is surprised when Leonard told that Szechwan Palace is closed? | Because Sheldon didn't that Szechwan Palace was closed. | Because Leonard wanted go to eat in Szechwan Palace. | Because Leonard loves Szechwan Palace. | Because Leonard visited Szechwan Palace. | Because Szechwan Palace is destroyed. | [
11.52,
64.02
] | s02e16 | s02e16_seg02_clip_15 | The Big Bang Theory | a0 |
71 | Who wanted to talk about shoes or cute Chinese babies after Mrs. Cooper suggested Dr. Hofstadter keep slapping herself on the forehead? | Sheldon. | Penny. | Leonard. | Mr. Cooper. | Raj. | [
38.76,
55.2
] | s08e23 | s08e23_seg02_clip_10 | The Big Bang Theory | a1 |
72 | Why does Castle go to the hotel's elevator after discovering the time difference on the tape? | To have a meeting | To see what color it is | To see how nice the hotel is | To talk to the girl | To time the elevator himself | [
54.35,
67.14
] | castle_s01e02 | castle_s01e02_seg02_clip_16 | Castle | a4 |
73 | What is the number on the door behind Joey when he talks to Rachel? | 19 is the number on the door. | 16 is the number on the door. | 14 is the number on the door. | 12 is the number on the door. | 10 is the number on the door. | [
0.59,
10.56
] | friends_s05e09 | friends_s05e09_seg02_clip_07 | Friends | a0 |
74 | What did Sheldon do with his arms after Amy made her point? | Sheldon moved his arms. | Sheldon crossed them. | He crossed them. | He moved his arms. | Sheldon crossed his arms. | [
52.46,
61.72
] | s04e03 | s04e03_seg02_clip_07 | The Big Bang Theory | a4 |
75 | Where was Ted when he hung up the phone from Lily? | On a sidewalk outside his apartment. | On a sidewalk outside his classroom. | On a sidewalk outside the bar. | On a sidewalk outside a hotel. | In his classroom. | [
4.34,
12.41
] | met_s06e07 | met_s06e07_seg02_clip_16 | How I Met You Mother | a3 |
76 | What does Monica do after she kisses Chandler? | She closes the door. | She opens the door. | She leaves the apartment. | She makes food. | She gets a drink. | [
46.88,
52.81
] | friends_s10e07 | friends_s10e07_seg02_clip_09 | Friends | a1 |
77 | Who opened the door when House was about to rewind the video? | The Mail man. | Evan. | The janitor. | Cuddy. | House's mom. | [
76.14,
88.02
] | house_s04e14 | house_s04e14_seg02_clip_06 | House M.D. | a3 |
78 | What does Penny do after she is accussed? | Penny calls Bernadette. | Penny laughs. | Penny cries. | Penny calls Amy. | Penny leaves. | [
53.42,
55.82
] | s04e12 | s04e12_seg02_clip_01 | The Big Bang Theory | a4 |
79 | Who is with Rachel when Ross comes in upset? | Janice. | Joey. | Chandler. | Stuart. | Phoebe. | [
0,
4.27
] | friends_s08e08 | friends_s08e08_seg02_clip_14 | Friends | a4 |
80 | What is Raj doing in the backseat when Bernadette is driving | Nothing | Reading | Writing | Texting | Talking | [
10.65,
18.57
] | s04e13 | s04e13_seg02_clip_03 | The Big Bang Theory | a3 |
81 | What does House say you need to do to override the machine when giving out the medicine? | Withdrawl a code | Enter a Bypass | Remove a code | enter a Special Code | Stop the machine | [
7.74,
10.47
] | house_s06e06 | house_s06e06_seg02_clip_20 | House M.D. | a3 |
82 | How many second did Castle want Ryan to go back when they were looking at a monitor? | Castle wanted Ryan to go back 50 seconds. | Castle wanted Ryan to go back 13 seconds. | Castle wanted Ryan to go back 34 seconds. | Castle wanted Ryan to go back 30 seconds. | Castle wanted Ryan to go back 10 seconds. | [
6.39,
8.22
] | castle_s04e19 | castle_s04e19_seg02_clip_11 | Castle | a4 |
83 | Who is House talking to when he is waiting to get on the elevator? | a kid | Cameron | Dr. Lenkiewicz | Cuddy | the janitor | [
1.79,
9.86
] | house_s01e16 | house_s01e16_seg02_clip_01 | House M.D. | a3 |
84 | What does Castle say is Svetlana's profession when talking to Beckett? | A firefighter | A model | A teacher | A police officer | A fashion designer | [
43.36,
55.27
] | castle_s08e09 | castle_s08e09_seg02_clip_13 | Castle | a1 |
85 | who was shocked at the information when joey said it | the two woman | joey | everyone | the whole room | a man | [
42.79,
49.29
] | friends_s03e14 | friends_s03e14_seg02_clip_06 | Friends | a0 |
86 | How did Foreman say DNA can become mutated before House put down the marker? | Foreman said cancer could mutate DNA. | Foreman said nuclear radiation could mutate DNA. | Foremnan said that extreme UV radiation could mutate DNA. | Foreman said gamma radiation could mutate DNA. | Foreman said an X-ray coud mutate DNA. | [
0,
9.12
] | house_s03e02 | house_s03e02_seg02_clip_13 | House M.D. | a2 |
87 | What is Leonard holding when Sheldon wants to walk out of the sperm bank? | A cup of coffee | A clip board | A box of band aids | A water bottle | A telephone | [
0,
9.86
] | s01e01 | s01e01_seg01_clip_02 | The Big Bang Theory | a1 |
88 | What did Rachel do when she met Mark? | She gave him a hug. | She invited him for a drink. | She answered her phone. | She ordered a hamburger. | She slapped him. | [
0,
3.7800000000000002
] | friends_s10e14 | friends_s10e14_seg02_clip_15 | Friends | a0 |
89 | How does Lanie say she knows the exact time of death is when the victim was killed? | She knows because she spoke with anyone who was around at 10:14 AM when the victim died. | She knows because the victim called the police right before he died and it was 10:14 AM. | She knows because the victim was dying from his chest would when she showed up at 10:14 AM. | She knows because there was a witness who called the police when it happened. It was at 10:14 AM. | She knows because she has psychic abilities and she saw it in her dreams at 10:14 AM. | [
51.99,
64.42
] | castle_s08e05 | castle_s08e05_seg02_clip_00 | Castle | a3 |
90 | How does Wilson react when House asks Dr. Gilmar about an affair with Dr. Hazel? | Wilson tells a joke about House playing the saxophone in Paris on a rainy night. | Wilson is stunned House is blatantly saying Dr. Gilmar had sex with Dr. Hazel to work as a Doctor. | Wilson runs out the door to get security to detain House and protect Dr. Gilmar. | Wilson kisses Dr. Gilmar and invites Dr. Gilmar to go on a romantic dinner. | Wilson calls Cuddy to report House and request a raise and a better office in the hospital. | [
0,
9.3
] | house_s01e19 | house_s01e19_seg02_clip_15 | House M.D. | a1 |
91 | Where was Beckett when she woke up from her dream? | She was in the tub. | She was in her bed. | She was riding in a car with Castle. | She was on her couch. | She was at a table in a cafe. | [
64.99,
73.44
] | castle_s06e22 | castle_s06e22_seg02_clip_21 | Castle | a2 |
92 | What color is Joey's jacket when he enters the room? | black | red | pink | brown | green | [
18.31,
20.71
] | friends_s01e06 | friends_s01e06_seg02_clip_03 | Friends | a0 |
93 | What does House do before turning off the lamp? | House ate an apple. | House workouts. | House undressed. | House called a friend. | House gets back into bed. | [
92.24,
98.19
] | house_s06e05 | house_s06e05_seg02_clip_04 | House M.D. | a4 |
95 | What color shirt is Castel wearing when Beckett says "I mean, the're the sworn...."? | brown | green | grey | Purple | purple | [
80.12,
90.02
] | castle_s05e06 | castle_s05e06_seg02_clip_15 | Castle | a3 |
96 | What did Chandler tell Monica when he proposed? | Chandler told Monica they would go anywhere she wanted on their honeymoon | Chandler told Monica they would have the wedding of her dreams | Chandler told Monica he would do anything to make her happy | Chandler told Monica they would live happilly ever after | Chandler told Monica he would be the best husbad she could have | [
0,
6.73
] | friends_s07e02 | friends_s07e02_seg02_clip_20 | Friends | a2 |
97 | What was sitting at the window when Ross and Rachael were arguing? | A goat | A bird | A cat | A dog | A monkey | [
25.69,
28.61
] | friends_s01e19 | friends_s01e19_seg02_clip_09 | Friends | a4 |
98 | Who was House babysitting when he was at Cuddy house? | Todd | Mike | Rachel | Amber | Janet | [
0,
7.82
] | house_s07e10 | house_s07e10_seg02_clip_11 | House M.D. | a2 |
99 | Why did Ross say that he still goes to Dr. Gettleman before mentioning Dr. Gettleman makes a big deal when Ross comes in? | he is very successful | he is very famous | he knows his medical history | he is double accredited | his entire family has gone to Dr. Gettleman | [
24.72,
35.4
] | friends_s09e03 | friends_s09e03_seg02_clip_16 | Friends | a2 |
100 | What does Chandler do when the girl says that she has to go? | When the girl says that she has to go, Chandler holds onto her waist and won't let go. | When the girl says that she has to go, Chandler holds onto her wrist and won't let go. | When the girl says that she has to go, Chandler holds onto her hand and won't let go. | When the girl says that she has to go, Chandler holds onto her upper arm and won't let go. | When the girl says that she has to go, Chandler holds onto her leg and won't let go. | [
50.13,
57.91
] | friends_s03e08 | friends_s03e08_seg02_clip_17 | Friends | a0 |
101 | What does Meredith recover after pulling her hand from a patient's body? | A bottle. | Gauze. | A pair of scissors. | A band-aid. | A bag of saline. | [
89.62,
112.02
] | grey_s02e17 | grey_s02e17_seg02_clip_19 | Grey's Anatomy | a0 |
102 | What were Raj, Howard and Leonard having a disagreement over after Sheldon was deciding his rank? | Amy joined the friends for lunch. | Raj went to the movies. | Penny went to the movies. | Sheldon went to the auditorium. | They were talking about who Penny's number two is after Leonard. | [
0,
25.43
] | s05e01 | s05e01_seg02_clip_01 | The Big Bang Theory | a4 |
103 | What is Castle doing before he sees Beckett standing in front of him? | Cooking | Singing | Laughing | Whistling | Dancing | [
26.26,
38.76
] | castle_s08e02 | castle_s08e02_seg02_clip_24 | Castle | a0 |
This repository contains the LongTVQA dataset exports as JSON-formatted files.
Despite the .jsonl suffix, the QA splits are stored as a JSON array, and the
subtitle files are JSON objects.
LongTVQA_train.jsonl — training split QA list.LongTVQA_val.jsonl — validation split QA list.LongTVQA_subtitles_clip_level.jsonl — clip-level subtitle text indexed by
occur_clip (e.g. castle_s01e01_seg02_clip_00).LongTVQA_subtitles_episode_level.jsonl — episode-level subtitle text indexed by
episode_name (e.g. castle_s01e01).Clip-level subtitles map clip ids to a single subtitle string:
"castle_s01e01_seg02_clip_00": "(Kath...)"
Episode-level subtitles map episode ids to a string that concatenates clips with segment markers:
"castle_s01e01": "<seg02_clip_00>xxx</seg02_clip_00>xxx"
Each entry in the train/val arrays is a QA item with keys such as:
qid: integer question id.q: question text.a0-a4: answer options.answer: correct option key ("a0"-"a4").ts: [start, end] float list of the temporal span.episode_name: episode identifier (e.g. grey_s03e20).occur_clip: clip identifier (e.g. grey_s03e20_seg02_clip_14).show_name: show title.If you find our work helpful, please cite:
@misc{liu2025longvideoagentmultiagentreasoninglong,
title={LongVideoAgent: Multi-Agent Reasoning with Long Videos},
author={Runtao Liu and Ziyi Liu and Jiaqi Tang and Yue Ma and Renjie Pi and Jipeng Zhang and Qifeng Chen},
year={2025},
eprint={2512.20618},
archivePrefix={arXiv},
primaryClass={cs.AI},
url={[https://arxiv.org/abs/2512.20618](https://arxiv.org/abs/2512.20618)},
}