Datasets:

happy8825
/

ecva_zeroshot_thinking

user stringclasses 1 value	videos listlengths 1 1	gt_label stringclasses 2 values	predict stringlengths 0 9.58k	pred_answer stringclasses 2 values	pred_order listlengths 0 0	top1_correct bool 1 class	latency_ms float64 1.51k 43.3k	index int64 0 923	request_messages listlengths 1 1	error stringclasses 1 value
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/normal_video/1288_normal.mp4" ]	normal	So, let's analyze the video. The first part shows police at a crime scene with yellow tape, which is typical for a crime investigation. Then there's a news studio with anchors talking, which is normal news reporting. The scenes transition from crime scene to news studio, which is a standard news segment. There's no abn...	normal	[]	false	4,972.512012	0	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/866_after.mp4" ]	normal	So, let's analyze the video. The first part shows a car interior with two people, then cuts to a news anchor in a studio. Then there's the Inside Edition logo and social media prompts. Wait, but the video starts with a car scene, which is normal. The transition to the news studio is also normal. The rest is the Inside ...	normal	[]	false	5,027.759468	1	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/20_00000050.mp4" ]	abnormal	So, let's analyze the video. The video shows a street scene with people gathering, then a confrontation where they fight with sticks. There's a person falling down, and police arrive. The key here is whether the event is abnormal. The video depicts a physical altercation (fighting) which is abnormal in a public setting...	abnormal	[]	false	5,293.14781	2	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/837_01000144.mp4" ]	abnormal	So, let's analyze the video. First, the scenes show a person in an orange vest working in what looks like a warehouse or delivery area. There's a sequence where they handle packages, check something, then later there's a part where another person is involved with a car. Wait, but the key here is to see if there's any a...	normal	[]	false	6,339.578822	3	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/2027_00000101.mp4" ]	abnormal	So, let's analyze the video. The video shows a crime alert about a "Dodge's Chicken Attack" with police searching for suspects. There are multiple clips of people interacting with cars, possibly in a parking lot at night. The text overlays indicate it's a crime alert. Now, is there any abnormal behavior? Wait, the key ...	abnormal	[]	false	8,782.189767	7	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/1668_00000016.mp4" ]	abnormal	So, let's analyze the video. The person is entering a house, opening the door, and then interacting with the camera. Wait, but in the video, the person seems to be doing something unusual. Wait, no—wait, the video shows a person coming in, but maybe there's a red flag. Wait, no, let's check again. Wait, the person is h...	normal	[]	false	8,885.142498	4	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/normal_video/954_normal.mp4" ]	normal	So, let's look at the video. The video shows a store with two people, and there's a red text "手机爆炸" which means "phone explosion". But the question is whether it's abnormal or normal. Wait, the video is a surveillance footage. The key here is: if the video shows an event that's abnormal (like a phone exploding), but th...	abnormal	[]	false	10,693.946707	6	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/1345_after.mp4" ]	normal	So, let's analyze the video. The video is a news segment about a burglary. It shows various scenes: a man being interviewed, police footage of a burglar, exterior shots of buildings, and police officers. There's no unusual or abnormal behavior here—just typical news reporting on a crime. The events are part of the norm...	normal	[]	false	5,061.446898	9	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/1013_00010010.mp4" ]	abnormal	So, let's look at the video. The video shows a subway escalator (or automatic escalator) that suddenly fails, and people are falling. The text on the screen says "意大利地铁自动扶梯突然失控乘客瞬间快速坠落" which translates to "Italian subway automatic escalator suddenly loses control, passengers fall instantly". So the main event is the ...	abnormal	[]	false	5,304.93665	8	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/1727_00000030.mp4" ]	abnormal	So, let's analyze the video. First, check if there's any abnormal behavior. The video shows a pool area with people moving around. A child runs, an adult walks, others appear. But wait, is there anything out of the ordinary? Let's see. The video seems to have normal activities—people walking, running, interacting. Ther...	normal	[]	false	4,081.603666	10	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/1621_00180021.mp4" ]	abnormal	So, let's look at the video. The first part shows a highway with cars, then it cuts to a different scene. In the second part, there's a car (white) hitting a structure that's like a bridge or something over water. Wait, the video shows a car crashing into a structure, which is an abnormal event. So the video has an abn...	abnormal	[]	false	4,267.474046	11	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/272_00000103.mp4" ]	abnormal	Got it, let's see. The video is about a lecture on "Calcium Metabolism Disorders" in Nursing. The first part shows a greenboard with text like "重点 1/20 《外科护理学》-钾代谢异常" which translates to "Focus 1/20 Outpatient Nursing - Potassium Metabolism Abnormality". Then it goes into details about hypokalemia (low potassium blood)...	normal	[]	false	5,379.536553	12	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/1595_after.mp4" ]	normal	So, let's look at the video. The first part shows a person in a pool with a bucket on their head, then cuts to a man (Dwayne Johnson maybe) in a different scene. Then it goes to end screens. Wait, but the question is whether the video is abnormal or normal. Wait, the video starts with a scene that seems like a normal a...	normal	[]	false	21,806.897408	5	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/732_00150020.mp4" ]	abnormal	So, let's look at the video. The first part shows a damaged ceiling with cracks, then transitions to a construction site with unfinished walls and floor. The text mentions "这个业主能接受吗？没办法接受啊" (Can this owner accept? Can't accept) and "这个东西现在这还没装修入住" (This thing hasn't been decorated yet, can't move in). The video seems t...	abnormal	[]	false	8,050.226499	13	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/normal_video/927_normal.mp4" ]	normal	So, let's analyze the video. The video starts with a person in a green shirt talking, then shows a logo, then a split screen with a person and a security camera view. The text lists points like "How fast the tables turn" etc. These are typical elements of a defensive training video. There's no abnormal behavior here—ju...	normal	[]	false	3,354.940143	15	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/1132_00000041.mp4" ]	abnormal	So, let's analyze the video. The video shows a large ice chunk breaking off from a glacier in Greenland, with timestamps and text about the ice separating, climate change effects, and expert warnings. All the scenes are about the ice calving (breaking off) and related climate issues. There's no abnormal behavior here—j...	normal	[]	false	3,866.061904	17	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/922_00000124.mp4" ]	abnormal	So, let's analyze the video. First, the scene is a parking area at night. There's a machine (maybe a toll booth or parking meter), and vehicles moving. Wait, the key is to check if there's an abnormal event. Let's see: the video shows a truck driving by, then a crane (Grady) moving. Wait, but the question is whether it...	normal	[]	false	8,969.060956	14	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/849_00060036.mp4" ]	abnormal	So, let's analyze the video. The video shows a store scene with people interacting. There's a sequence where someone seems to be in a physical altercation or struggle. But wait, the key is to check if it's abnormal. The video has a lot of chaotic movements, but is it an abnormal event? Wait, the problem says to mark as...	abnormal	[]	false	8,482.435854	16	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/normal_video/972_normal.mp4" ]	normal	So, let's analyze the video. The video shows a fire in an office room with a plugged-in electric kettle (or similar device) that's on fire. The text overlays mention it's an uncharged electric kettle causing a fire, which is abnormal because electric kettles are typically not used for such fires unless there's a proble...	abnormal	[]	false	6,084.545719	19	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/967_after.mp4" ]	normal	So, let's analyze the video. The video shows a cow in a flooded area, struggling to get out of the water. Then people come to help by tying the cow's legs with ropes. The key here is whether the event is abnormal. The cow is in a flood, which is unusual for a cow to be in such a situation, but the action of people help...	abnormal	[]	false	8,020.948861	20	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/normal_video/735_normal.mp4" ]	normal	So, let's analyze the video. The video shows a reporter talking about a case where a woman brought a list of damages to a repair company. The list details the damage areas and amounts. The key here is that the video is presenting a real event where someone (the woman) provides a list of damages, which is a normal proce...	normal	[]	false	3,865.13824	22	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/1559_after.mp4" ]	normal	So, let's see. The video is about a family's fireworks show going wrong. There are clips of the fireworks exploding, people running, and a viral video. But the key here is to check if it's abnormal or normal. The video shows the chaotic fireworks display, which is an event that's not typical for a normal day. Wait, but...	abnormal	[]	false	7,464.380235	21	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/543_after.mp4" ]	normal	So, let's check the video content. The video talks about water pollution, heavy metals, chemical substances in bottled water, and how many bottles are contaminated. It shows statistics like "every 15 seconds a child dies" from water pollution, mentions that over 1/3 of bottled water has bacteria or chemicals exceeding ...	normal	[]	false	2,546.446557	23	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/1731_00001516.mp4" ]	abnormal	So, let's analyze the video. The task is to determine if it's abnormal or normal. First, check for any unusual events. The video shows various boat scenes, some with people on boats, but there's no clear indication of an abnormal event like a sudden accident or strange behavior. Wait, looking at the timestamps: the vid...	normal	[]	false	14,926.354031	18	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/2065_after.mp4" ]	normal	So, let's see. The video starts with a sky shot, then cuts to a news reporter outdoors talking about where to set off fireworks. The reporter is in a park setting, holding a microphone, and the text "WHERE CAN YOU SET OFF FIREWORKS?" is on the screen. All the scenes look normal—no weird actions or events. So it's a nor...	normal	[]	false	5,030.128703	24	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/60_after.mp4" ]	normal	So, let's analyze the video. The video shows various scenes: a woman in a playpen, two people outside, a man on a couch with toys, fire department signs, police station, etc. Most of these are normal activities. There's no clear abnormal behavior like violence or unusual events. The scenes seem routine. So it's normal....	normal	[]	false	3,933.620424	26	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/normal_video/739_normal.mp4" ]	normal	So, let's analyze the video. The video shows a real estate issue where a homeowner is reporting water leakage in their new house. The scenes include interviews with the owner, shots of the building's exterior and interior, and close-ups of the problem (like the water leak). The key here is whether the video depicts an ...	normal	[]	false	4,666.435035	25	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/normal_video/870_normal.mp4" ]	normal	So, let's analyze the video. The video starts with a news intro, then shows a surveillance camera footage of a person entering a house. The news anchor is presenting the story, and there's a reporter outside at night. The key here is to check if there's any abnormal behavior. The surveillance footage shows someone ente...	normal	[]	false	7,449.648358	27	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/normal_video/410_normal.mp4" ]	normal	So, let's see. The video starts with trees, then moves to a path with leaves and debris. There's a text overlay about insect waste and fallen leaves. Then close-ups of caterpillars on a stone. Wait, the question is whether the video is abnormal or normal. The video shows natural elements like trees, a path, insects. Al...	normal	[]	false	5,444.271246	28	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/827_after.mp4" ]	normal	So, let's analyze the video. The video is about a home invasion where cash and puppies were stolen. There are surveillance footage showing the intrusion, then images of the stolen items (cash, puppies, sports memorabilia), and interviews with news anchors. All these elements are typical of a news report covering a crim...	normal	[]	false	2,914.285258	32	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/1756_00000115.mp4" ]	abnormal	So, let's analyze the video. The video shows fireworks exploding in a block party, with police reporting that stacks of fireworks were ignited, causing a cascade of explosions. The text overlays explain the incident: police in Ohio say stacks of fireworks piled next to a rental truck ignited and set off explosions at a...	abnormal	[]	false	4,843.885437	31	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/normal_video/693_normal.mp4" ]	normal	So, let's analyze the video. The video shows a silo being demolished. The key point is whether the event is abnormal. The video describes the silo's demolition process, including the explosion and the structure collapsing. There's no indication of an abnormal behavior here—just a typical demolition. The text explains t...	normal	[]	false	3,218.010736	34	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/809_after.mp4" ]	normal	So, let's analyze the video. The video shows a crime scene with a person in a hoodie using a hammer to break into a store. There are multiple frames of the same incident, including surveillance footage. The key here is whether the video depicts an abnormal event. The actions shown—breaking into a store with a hammer—ar...	abnormal	[]	false	3,238.657505	33	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/507_after.mp4" ]	normal	So, let's analyze the video. The first part shows a wrecked car at night, then a gas station, and then a police officer speaking. The scenes transition from the accident to a press conference. The video starts with the aftermath of an accident (wrecked vehicle, debris), then moves to a police officer giving a statement...	abnormal	[]	false	12,514.60939	29	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/1397_after.mp4" ]	normal	So, let's analyze the video. The video shows a rescue operation after an incident where someone drowned. There's text about the incident happening last week, a rescue team rushing in, and the body being found. The key here is whether the video depicts an abnormal event or just the aftermath. The video starts with the i...	abnormal	[]	false	15,275.422225	30	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/612_after.mp4" ]	normal	So, let's analyze the video. The video shows various scenes of deforestation, wildfires, and environmental issues. There are satellite images of burning forests, aerial views of cleared land, and interviews about climate change. The content is about environmental degradation, which is a real-world issue. The video does...	normal	[]	false	5,373.87134	37	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/1807_00000038.mp4" ]	abnormal	So, let's analyze the video. The video shows a nighttime highway scene with a deputy stopping a wrong-way driver. The text overlays indicate it's a real event. The footage is from a dashcam perspective, showing the deputy approaching and stopping the driver. There's no unusual behavior; it's a typical traffic stop. So ...	normal	[]	false	1,912.459171	38	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/869_00000062.mp4" ]	abnormal	So, let's analyze the video. The scenes show a courtroom with people in chaos—people moving around, some being restrained, and there's a lot of physical activity. The presence of law enforcement officers trying to control the situation, plus the crowd's actions. This looks like a disturbance or riot in a courtroom. But...	abnormal	[]	false	6,421.46137	36	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/5_00220027.mp4" ]	abnormal	So, let's look at the video. The scene is a traffic intersection with multiple cars. The key here is to check if there's any abnormal behavior. Wait, in the video, do we see something out of the ordinary? Let me check each frame. The cars are moving through the intersection, traffic lights are green, no sudden stops or...	normal	[]	false	6,618.815253	35	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/286_00000410.mp4" ]	abnormal	So, let's check the video content. The video is about antibody purification and WB results. The slides show tables with common issues, possible causes, and solutions. There are also images of Western blot results. The narration explains various factors like antibody concentration, storage, etc. All these elements are t...	normal	[]	false	6,149.363235	41	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/1124_00000016.mp4" ]	abnormal	So, let's see. The video shows a glacier with a waterfall-like feature. The water is flowing from the ice into the ocean. Wait, glaciers don't have waterfalls like that. Wait, no, actually, in some places, there are icebergs or glaciers with meltwater. But the key here is whether the video shows an abnormal event. Wait...	normal	[]	false	6,386.278605	39	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/1147_00000021.mp4" ]	abnormal	So, let's analyze the video. The first part shows a mountainous area with cars, then transitions to a pool scene. The pool footage has timestamps and shows people swimming. Wait, but the key is: is there any abnormal behavior? Let's check. The video starts with a car on a mountain road, then cuts to a pool. The pool sc...	normal	[]	false	6,579.172526	42	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/681_after.mp4" ]	normal	So, let's analyze the video. The video shows various scenes: a cityscape with smoke, people hugging, firefighters, a bakery with cakes. The text in Chinese talks about love and endings, but there's no clear abnormal event like a fire or disaster. Wait, the first frame has a city with smoke, maybe a fire? But then the s...	normal	[]	false	3,819.942294	44	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/91_after.mp4" ]	normal	So, let's look at the video. The first part shows a street scene with cars, a sidewalk, and a grassy area. Then, there's a person walking in the background. Wait, the video starts with a view of a front yard, then a person walks by. But wait, the initial frames—wait, the problem is to check if it's abnormal. Let me che...	normal	[]	false	3,507.02849	45	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/1679_after.mp4" ]	normal	So, let's see. The video starts with a scene of a fire at a school, with emergency vehicles and firefighters. Then it cuts to a news anchor talking about the incident. The text on the screen says "HISTORIC FOX ELEMENTARY SCHOOL IN FLAMES" and "FIRE CREWS SAY NO INJURIES, CAUSE AND ORIGIN OF BLAZE STILL UNDER INVESTIGAT...	normal	[]	false	5,176.422757	43	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/normal_video/576_normal.mp4" ]	normal	So, let's analyze the video. The first part shows a news channel logo, then underwater scenes with debris, which is a common environmental issue. Then there's a news anchor in a studio, and a "Dispatch" segment with a location. The last part shows a submersible or underwater vehicle in the ocean. Wait, but the key here...	normal	[]	false	2,980.190866	48	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/304_after.mp4" ]	normal	So, let's analyze the video. The video shows various scenes related to food stalls, business permits, and online platforms. There are segments about transferring business licenses, using the same license for multiple stores, and issues with food safety. But wait, the key here is to check if there's an abnormal event di...	normal	[]	false	17,424.750828	40	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/normal_video/302_normal.mp4" ]	normal	So, let's analyze the video. The video shows a hospital entrance with signs like "住院部" (ward department), "急诊科" (emergency department), and mentions Guangzhou. Then it shows people in a hospital corridor, including nurses and patients. The text overlays talk about the number of new infections in Guangdong province. The...	normal	[]	false	3,844.87223	49	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/1099_00000113.mp4" ]	abnormal	So, let's analyze the video. The video shows plastic waste (like plastic film) around a greenhouse, with text explaining the problem. The scenes depict the pollution, but there's no actual abnormal behavior happening—just showing the aftermath of plastic waste accumulation. The task says to mark as normal if it's only ...	normal	[]	false	10,302.468347	47	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/413_after.mp4" ]	normal	So, let's analyze the video. The video shows a person interacting with a large green caterpillar (or similar insect) on a branch and then on the ground. The actions include moving the branch, hitting the caterpillar, and the caterpillar's movements. The text in the video is humorous, like "勾住棍子的那种感觉" (the feeling of be...	normal	[]	false	4,699.366475	50	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/normal_video/1082_normal.mp4" ]	normal	So, let's analyze the video. The video shows various scenes: a kitchen with dishes, people in different settings, discussions about crisis, cars driving, and a landfill. All these elements seem to be part of a documentary or narrative about societal issues. There's no unusual behavior or event that stands out as abnorm...	normal	[]	false	5,370.698369	53	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/1845_after.mp4" ]	normal	So, let's analyze the video. The video shows a vet clinic scene with a cat being handled by veterinarians. The actions are typical of a veterinary procedure: handling the cat, checking it, preparing for transport. There's no unusual behavior or event that stands out as abnormal. The interactions are standard medical pr...	normal	[]	false	7,010.583506	52	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/411_00110125.mp4" ]	abnormal	So, let's see. The video is about rice plants showing symptoms of night temperature (夜温) and leaf blight (叶瘟). The hand is pointing out different parts of the rice plants, explaining the symptoms like grayish-white tips, blackened areas, etc. All these are typical agricultural observations for identifying plant disease...	normal	[]	false	2,868.211601	54	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/1594_after.mp4" ]	normal	So, let's analyze the video. First, the video starts with a scene in a living room, then cuts to two people outdoors at night, then to a car show, and back to the living room with people moving. Wait, but the key is to check if there's an abnormal event. The "Law & Crime" logo is present, so it's likely a crime-related...	normal	[]	false	21,015.643109	46	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/295_00100210.mp4" ]	abnormal	So, let's analyze the video. The video shows a person with cystic fibrosis (as indicated by the text "EVERYDAY LIFE WITH CYSTIC FIBROSIS" and the context). There are scenes of daily life, medical equipment like IV lines, and the person's condition. The key is to check if there's anything abnormal. But the video seems t...	normal	[]	false	3,793.616372	55	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/normal_video/1795_normal.mp4" ]	normal	So, let's analyze the video. The video starts with "CONTINUING COVERAGE" and then shows a nighttime scene with police cars, a family in a viral video, and a news anchor. The key is to check if there's an abnormal event. The scenes include police activity, a family story, and the news segment. Since it's a news report a...	normal	[]	false	4,841.401813	57	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/1767_after.mp4" ]	normal	So, let's look at the video. The first part shows a wedding fire with people in the scene, then there's a shot of the aftermath (collapsed structure), and then a news anchor in a studio. The headline says "IRAQ: AT LEAST 100 KILLED IN WEDDING FIRE". So the video starts with the event (wedding fire), shows the aftermath...	abnormal	[]	false	19,306.501091	51	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/1892_00000231.mp4" ]	abnormal	So, let's analyze the video. The video shows a protest in Paris (since it mentions "楠泰爾" which is a place in France, and the context of the protests related to the killing of a student). There are scenes of crowds, burning cars, police, and interviews. The key here is to check if there's an abnormal event directly show...	abnormal	[]	false	9,048.588275	58	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/1102_00000030.mp4" ]	abnormal	So, let's analyze the video. The video shows a nighttime scene with heavy fog, then a flashlight beam illuminating the fog, and a PM2.5 monitor showing high levels. The text mentions "PM2.5 96" which is a normal reading for air quality, but the context of the fog and the monitor's display might be part of a normal situ...	normal	[]	false	5,420.075516	59	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/1501_00000025.mp4" ]	abnormal	So, let's analyze the video. The first part shows a scene with police and people, then a news anchor, then surveillance footage of a robbery. The surveillance footage shows a robbery happening: one person in a hoodie, others involved. The text on the screen says "Oak Lawn Police Release Video Of People Wanted For Robbi...	abnormal	[]	false	3,920.230468	60	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/167_after.mp4" ]	normal	So, let's analyze the video. The video is about the tragic accident of Sam Waisbren, who was crushed by an elevator. The video shows various scenes: the initial setup, the incident itself, emergency responders, and aftermath. But wait, the key here is to check if there's any abnormal behavior or event directly shown. W...	abnormal	[]	false	11,217.327681	56	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/1979_00180045.mp4" ]	abnormal	So, let's look at the video. The first part shows people taking photos of the Mona Lisa, then someone throws something at the painting. Wait, the video shows a crowd taking pictures, then a person (maybe a fan) throws something at the Mona Lisa. Then security comes in. So there's an abnormal event: someone throwing an ...	abnormal	[]	false	5,207.428605	62	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/1577_after.mp4" ]	normal	So, let's see. The video starts with a scene in a restaurant, then cuts to three people talking at a table, then a black screen with "SMOKE" text, then awards info, and credits. Wait, the question is whether the video is abnormal or normal. But the video itself—does it show any abnormal behavior? Let's check each part....	normal	[]	false	6,286.605892	61	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/1292_00000014.mp4" ]	abnormal	So, let's analyze the video. The video starts with some text, then shows a car driving on a highway. Then there's a sudden crash—like the windshield shattering. Wait, the sequence: first, the car is moving, then the camera angle shifts to show the windshield breaking. So the event of the windshield breaking is a sudden...	abnormal	[]	false	5,268.596757	64	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/2027_after.mp4" ]	normal	So, let's analyze the video. The video is about a crime alert regarding a Dodge's Chicken Attack. There are multiple scenes: police searching for suspects, people at the gas station, interviews with residents, and footage of the attack. The key here is to check if there's any abnormal behavior. Wait, the video shows th...	normal	[]	false	8,042.031036	63	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/143_00000130.mp4" ]	abnormal	So, let's analyze the video. The video shows various subway scenes: trains arriving, delays, interviews with people, and statistics about delays. The main topic is about subway delays due to mechanical issues, staffing shortages, etc. There's no unusual or abnormal behavior happening; it's just footage of a typical sub...	normal	[]	false	3,458.84175	65	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/712_after.mp4" ]	normal	So, let's look at the video. The video shows a large explosion with massive smoke, which is a typical event. The scene has industrial structures, and the smoke is billowing. There's no unusual behavior here—just an explosion happening. Since it's showing the aftermath of an abnormal event (the explosion), but wait, the...	abnormal	[]	false	4,165.092943	66	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/1278_after.mp4" ]	normal	So, let's look at the video. The first part shows a scene with people in a hallway, some armed. Then it transitions to a movie clip end screen with various thumbnails. The video starts with a normal scene (the movie clip), then goes to the end screen which is typical for movie clips. Wait, but the task is to check if t...	normal	[]	false	4,127.196391	67	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/1418_after.mp4" ]	normal	So, let's analyze the video. The video shows a woman interacting with a sand sculpture. She's touching the sand, which is a problem because there's a sign saying "Real Sand – Please Do Not Touch." So this action is abnormal because it's violating the sign's instruction. The video captures her touching the sand, which i...	abnormal	[]	false	5,363.716687	68	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/after_incident/218_after.mp4" ]	normal	So, let's see. The video is about the dangers of Singulair, which is a medication. It shows various scenes: pills, a hospital building, legal documents, animal testing results, interviews with lawyers and people affected. All these are typical news segments discussing a pharmaceutical issue. There's no abnormal behavio...	normal	[]	false	4,050.297166	70	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null
You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your...	[ "ecva/abnormal_video/312_00030025.mp4" ]	abnormal	So, let's analyze the video. The video shows scenes from December 8, 2019, related to the early stages of the Wuhan novel coronavirus outbreak. It includes subway rides, people using QR codes, news articles about the outbreak, and measures like wearing masks. All these elements are part of the historical context of the...	normal	[]	false	4,654.311765	71	[ { "role": "user", "content": [ { "type": "text", "text": "You will receive a video, and your task is to decide whether the video is abnormal or normal. Mark it as abnormal only if an abnormal behavior or event is directly shown in the video. if the video shows only the aftermath of an ...	null

End of preview. Expand in Data Studio

Qwen/Qwen3-VL-2B-Thinking · happy8825/valid_ecva_clean results

Model: Qwen/Qwen3-VL-2B-Thinking
Dataset: happy8825/valid_ecva_clean
Generated: 2025-12-16 01:28:46Z

Metrics

Metric	Value
Total samples	924
With GT	0
Parsed answers	0
Top-1 accuracy	0
Recall@5	0
MRR	0

The uploaded JSON contains full per-sample predictions produced via t3_infer_with_vllm.bash.

EVQA/ECVA Metrics

Metric	Value
EVQA total	924
EVQA with GT label	924
EVQA accuracy	0.544372

Run Summary

Saved 924 results to /home/seohyun/vid_understanding/video_retrieval/video_retrieval/output_ecva_zeroshot_thinking/ecva_zeroshot_thinking.json
Metrics: {
  "total": 924,
  "with_gt": 0,
  "with_parsed_answer": 0,
  "top1_acc": 0.0,
  "recall_at_5": 0.0,
  "mrr": 0.0,
  "num_shards": 1,
  "shard_index": 0,
  "evqa_total": 924,
  "evqa_with_gt_label": 924,
  "evqa_acc": 0.5443722943722944
}
Pushed ecva_zeroshot_thinking.jsonl and README to https://huggingface.co/datasets/happy8825/ecva_zeroshot_thinking

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