happy8825/ecva_zeroshot_thinking · Datasets at Hugging Face

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 abnormal behavior here—just typical police activity and news broadcast. So it's normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/1288_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 Edition branding. So all parts are normal. There's no abnormal behavior here. So mark as normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/866_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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. The text mentions "走上犯罪之路的少年" which translates to "Youth on a path of crime," so it's about criminal behavior. The fight itself is an abnormal event. So the video shows an abnormal behavior. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/20_00000050.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 abnormal behavior. Let's check each part. The first part: someone in an orange vest is at a turnstile, then moves to a warehouse. Then they take a package from a drawer, check it, and then there's a photo of a person (maybe a suspect) shown. Then they go to a car, load packages into the trunk. The actions seem routine—like a delivery worker doing their job. But wait, the problem is to determine if it's abnormal. If all the actions are typical for a delivery worker, then it's normal. But maybe there's something off? Wait, no, the video shows standard work: handling packages, loading into a car. So the events are normal. Therefore, mark as normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/837_01000144.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 here is to check if the video shows an abnormal event directly. But the video seems to be a news segment about a crime, so the events shown (like people climbing on cars) might be part of the crime incident. However, the task is to mark as abnormal only if directly shown. Wait, the problem says: if the video shows only the aftermath or only lead-up, mark normal. If there's an abnormal behavior directly shown, mark abnormal. Let's see: the video has scenes of people doing actions like climbing on cars, which could be part of the crime. But the main point is whether the video is showing an abnormal event. Wait, the video is a news report about a crime, so the footage of the crime itself (people on cars) is part of the abnormal event. Wait, but the question is whether the video is abnormal or normal. Wait, the video is a news segment reporting on a crime, so the content is about a crime, which is abnormal. But wait, the task says: "abnormal only if an abnormal behavior or event is directly shown". So if the video shows the actual crime (like people attacking or something), then it's abnormal. But in this case, the video shows people climbing on cars, which is part of the crime. So the video is showing the abnormal event (the crime). Therefore, it's abnormal. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/2027_00000101.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 holding a book or something, opens the door, then... Wait, actually, the video might be showing a normal entry. Wait, no, wait—wait, the problem is to determine if it's abnormal. Wait, no, maybe I'm missing something. Wait, the video shows a person entering the house, but maybe there's an issue. Wait, no, let's think. Wait, the task says: if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, mark as normal. If there's an abnormal behavior directly shown, mark as abnormal. So, looking at the video: the person is entering the house, opening the door, and then... Wait, no, the video seems like a normal entry. Wait, but wait—wait, the person is holding a book, maybe they're trying to get inside. Wait, no, maybe there's no abnormality. Wait, but wait, the video might have a hidden element. Wait, no, let's check again. Wait, the video shows the person entering, then the camera angle changes, but it's all normal. Wait, no, maybe I'm wrong. Wait, the correct answer is normal? Wait, no, wait—wait, the person is opening the door, but maybe there's something else. Wait, no, the video is just a normal person entering the house. So it's normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1668_00000016.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 the task says to mark as abnormal only if an abnormal behavior is directly shown. However, in this case, the video is labeled "手机爆炸" (phone explosion) but the actual content—wait, no. Wait, the video is a surveillance recording. Let me check again. Wait, the video is from a store, and the text "手机爆炸" is overlaid. But the problem is: the video itself—does it show an abnormal event? Wait, the user's instruction: "Mark it as abnormal only if an abnormal behavior or event is directly shown in the video." So if the video shows a phone exploding (which is abnormal), then it's abnormal. But wait, the video is a surveillance shot. Wait, maybe the video is showing a phone explosion happening. But the problem is, the video is presented as a surveillance clip. Wait, the video starts with "手机爆炸" (phone explosion) text, so the event is a phone exploding. But is that abnormal? Yes, because a phone exploding is an abnormal event. But wait, the task says: "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." Wait, so if the video shows the aftermath (like after the explosion), then it's abnormal. But in this case, the video is a surveillance footage where the phone is exploding. Wait, but the video is labeled "手机爆炸" so it's showing the event. So the video is showing an abnormal event (phone explosion), so it should be marked as abnormal. Wait, but let's think again. The video is a surveillance recording. The text "手机爆炸" is overlaid, so the event is a phone exploding. That's an abnormal event. So the answer should be abnormal. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/954_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 normal course of a news story about a burglary. So it's normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1345_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 escalator malfunction causing people to fall. Now, the question is whether it's abnormal or normal. Since the video directly shows the escalator failing and people falling, that's an abnormal event. So we mark it as abnormal. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1013_00010010.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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. There's no sudden violence, accidents, or unusual events. So it's just normal activity in a pool area. Therefore, mark as normal. </think> <answer>normal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1727_00000030.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 abnormal behavior: a car colliding with a structure. So it's abnormal. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1621_00180021.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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), causes like inadequate intake, excessive loss, and distribution issues. The question is whether the video is abnormal or normal. The task says: if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, mark as normal. Otherwise, abnormal. In this case, the video is presenting educational content about a medical topic. It's explaining the definition, causes, etc. So it's not showing an abnormal event happening; it's teaching about a normal medical condition. So it's normal. </think> <answer>normal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/272_00000103.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 action (person in pool), then transitions to a character, then to end screens. But wait, the key is: if there's an abnormal event directly shown. Wait, the first part: the person in the pool with a bucket on their head—maybe that's a normal action? Wait, no, maybe the bucket is causing some issue. Wait, no, the problem is to check if the video shows an abnormal behavior. Wait, the video has a scene where someone is in a pool with a bucket on their head, which might be a stunt or something. But the task is to mark as abnormal if an abnormal behavior is directly shown. Wait, but the video might be from a movie. Wait, the first part: the person in the pool with a bucket on their head—maybe that's a normal action for a movie clip. Wait, but the user says: "abnormal only if an abnormal behavior or event is directly shown". So if the video shows something that's not normal, like a person doing something impossible. Wait, but the first part: the person is in a pool, maybe swimming with a bucket on their head. That's a bit odd, but maybe it's a stunt. Wait, but the problem is to determine if it's abnormal. Wait, the video might be from a movie where this is a normal action. Wait, no, the key is: the video is a clip from a movie. Wait, the user's instruction: "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." Wait, so if the video is showing the aftermath of an abnormal event, then it's abnormal. Wait, but the video starts with a person in a pool with a bucket on their head, which might be a normal action. Wait, no, maybe the bucket is causing them to float or something. Wait, no, the problem is to see if there's an abnormal behavior. Wait, the video is a movie clip. Let's think: the first scene is a person in a pool with a bucket on their head. Is that abnormal? Maybe not. Wait, but the other parts: the transition to the man in the white shirt. Then the end screens. Wait, the entire video is a movie clip. Wait, the task is to decide if the video is abnormal or normal. Wait, the user says: "abnormal only if an abnormal behavior or event is directly shown in the video." So if the video shows something that's not normal, like a person doing something impossible. Wait, but the person in the pool with a bucket on their head—maybe that's a normal action. Wait, no, maybe the bucket is causing them to be in the pool. Wait, I'm confused. Wait, the correct approach: the video is a movie clip. The first part shows a person in a pool with a bucket on their head. Is that abnormal? No, because it's a common stunt. Wait, but maybe the bucket is causing them to be in the pool. Wait, no, the problem is to check if the video is abnormal. Wait, the answer should be normal because the video shows a normal action (a person in a pool with a bucket on their head, which is a common stunt in movies). Wait, but the user says: "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." So if the video is showing the aftermath of an abnormal event, then it's abnormal. Wait, but the video starts with the person in the pool, which is a normal action. Wait, maybe the bucket is causing them to be in the pool. Wait, no, the bucket is on their head. Wait, maybe the person is swimming with a bucket on their head, which is a normal action. Wait, I think the video is normal because it's a movie clip showing a normal action. So the answer is normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1595_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 to be about a construction issue where the owner is unhappy because the work isn't done properly. But wait, the question is whether the video is abnormal or normal. The video shows the current state of the building with damage and unfinished work. Since it's showing the aftermath of an abnormal event (like poor construction), but the task says if it shows only aftermath or cause/lead-up, mark as normal. Wait, the video here is presenting the problem (the damaged ceiling and unfinished area) which is the result of an abnormal event. But the task says: "abnormal only if an abnormal behavior or event is directly shown". So if the video is showing the problem (which is abnormal), then it's abnormal. Wait, no. Wait, the video is showing the current state of the building, which is the result of an abnormal construction. So the video is depicting an abnormal situation. Therefore, it's abnormal. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/732_00150020.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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—just a structured presentation. So it's normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/927_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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—just the natural process of ice calving due to climate change. So it's normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1132_00000041.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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's abnormal. Wait, maybe the crane is moving something? Wait, no, the video might have a normal sequence. Wait, no—wait, the problem says "abnormal only if directly shown". Let's check the events. The video starts with a dark screen, then shows a parking area. A truck comes in, a white truck, then a crane (Grady) moves. Wait, but maybe there's no abnormal behavior. Wait, no—wait, the user's instruction: if the video shows only aftermath or lead-up, mark normal. If there's an abnormal event, mark abnormal. Wait, let's look at the actions. The crane is moving, but is that abnormal? Wait, maybe the crane is lifting something. Wait, no, the video might be normal. Wait, no—wait, the problem is to decide. Wait, maybe the video is normal because all actions are typical. Wait, no, wait. Wait, the video shows a crane moving, but maybe it's part of a normal operation. Wait, no, the task is to check if there's an abnormal event. Wait, the video doesn't show any unusual behavior. So it's normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/922_00000124.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 if directly shown. Let's see: the actions look like a fight or aggressive behavior. But wait, maybe it's a normal altercation? Wait, no—wait, the video is from a store, and the people are fighting. But is that abnormal? Wait, the task is to decide if it's abnormal. If the video shows an event that's not typical, like a fight in a store, that's abnormal. Wait, but maybe it's a normal incident. Wait, no—wait, the video shows people in a store, one person is on the floor, another is moving. But the question is whether it's abnormal. Let's think: the video is from Inside Edition, so it's a news segment. The event here is a fight in a store. Is that abnormal? Yes, because fights in stores are unusual and not typical. Wait, but maybe it's a normal event. Wait, no—abnormal means something that's not expected. So if the video shows a fight, that's abnormal. Wait, but let's check the description. The video shows people in a store, one person is on the ground, another is moving. The text "I'm coming to the rescue!" suggests someone is trying to help. But the main point is whether the event is abnormal. Since it's a fight in a store, which is not normal (normal would be a regular shopping trip), so it's abnormal. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/849_00060036.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 problem. Wait, but the video shows the fire happening, so the event is a fire. But the key is whether the video is showing an abnormal event or not. The video depicts a fire, which is abnormal because it's an uncharged electric kettle (which is supposed to be safe) but here it's on fire. Wait, no—actually, the video is about an electric kettle that was placed inside a room without being charged, leading to a fire. So the event is abnormal because it's a fire from an uncharged device. But the task is to mark as abnormal if the video shows an abnormal behavior or event directly. The video shows the fire, which is abnormal. Wait, but the question says: "Mark it as abnormal only if an abnormal behavior or event is directly shown in the video." So the video shows a fire, which is an abnormal event. So the answer should be abnormal. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/972_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 helping is normal. Wait, but the problem says to mark as abnormal if an abnormal behavior is directly shown. Let's check: the cow is in a flooded street, which is a normal scenario for a flood, but the cow's struggle and people trying to help—wait, no, the main point is whether the event itself is abnormal. Wait, the video shows a cow in a flood, which is not typical for a cow (since cows are usually not in floods), but the action of people helping is normal. Wait, no, the question is about whether the video is abnormal. Wait, the video shows a cow in a flooded area, which is an abnormal situation because cows don't typically go into floods. But the video is showing the cow in the flood, so the event is abnormal. Wait, no, the task says: "abnormal only if an abnormal behavior or event is directly shown". So the cow being in a flood is abnormal, but the people helping is normal. Wait, but the video is about the cow's situation. Let me recheck. The video starts with a cow in a flooded street, which is an abnormal event because cows aren't usually in floods. So the video shows an abnormal event (the cow in the flood). Therefore, it's abnormal. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/967_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 procedure for reporting issues. There's no abnormal behavior like violence or fraud shown. It's a straightforward news report about a repair claim. So it's normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/735_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 the task says: if it shows only aftermath or cause/lead-up, mark normal. If there's an abnormal behavior directly shown, mark abnormal. Looking at the video: it has scenes of fireworks going off, people reacting, and the viral video. The main event is the fireworks going wrong, which is an abnormal event. So the video is showing an abnormal situation. Therefore, mark as abnormal. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1559_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 safety standards, and discusses the use of tap water. All these points are factual and related to environmental issues. There's no abnormal behavior shown; it's informative content about water pollution. So it's normal. </think> <answer>normal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/543_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 video has multiple clips of boats, maybe in different locations. But the key is whether there's an abnormal behavior. Let's see—some clips might be normal, like boats moving, but maybe there's something. Wait, the user's instruction says "abnormal only if an abnormal behavior or event is directly shown". If the video is just showing typical boat activities without any odd things, then it's normal. Wait, but let's check again. The video includes scenes like a boat with a person on it, a dock, etc. All these seem normal. So the answer should be normal. </think> <answer>normal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1731_00001516.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 normal news segment. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/2065_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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. </think> 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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/60_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 abnormal event or just the aftermath/cause. The video shows the problem (water leakage) and the owner's reaction, which is typical for a news report about a housing issue. Since it's presenting the situation as it is, not showing an abnormal behavior but rather the cause and effect of a normal event (the house having a leak), it should be marked as normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/739_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 entering a house, which is a normal event for a crime or incident. But wait, the problem says to mark as abnormal only if an abnormal behavior is directly shown. Let's see: the person is entering the house, which is a typical action. However, the context is about a "CAUGHT ON CAMERA" segment, so maybe it's a normal news report. Wait, but the question is whether the video is abnormal or normal. The video shows a news segment where they're reporting on a surveillance footage of someone entering a house. That's a normal news story. So the answer should be normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/870_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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. All these are normal in a forest setting. There's no unusual event happening. So it's normal. </think> <answer>normal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/410_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 crime. The video shows the event as it happened, including the aftermath and interviews, which are standard for a normal news segment. There's no indication of abnormal behavior; it's a straightforward news story. So it should be marked as normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/827_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 Fourth of July block party in Toledo. There are shots of fireworks going off, people running, and the aftermath. The key here is whether the event is abnormal. The video depicts a firework explosion during a party, which is an abnormal event because it's a sudden explosion from fireworks, but wait, no—wait, the question is about whether the video is abnormal or normal. Wait, the task says: mark as abnormal if an abnormal behavior or event is directly shown. If it's only aftermath or cause/lead-up, mark as normal. Wait, the video shows the explosion happening (the fireworks going off), so that's an abnormal event. But wait, the video is a news report of the incident. Wait, the video itself is showing the explosion. So the event is an explosion from fireworks, which is abnormal because it's a sudden explosion at a party. Wait, but the problem is to decide if the video is abnormal. The video shows the explosion, so it's an abnormal event. Wait, but maybe the user is asking if the video is showing an abnormal event. Let's check the description: "Police in Ohio say stacks of fireworks piled next to a rental truck ignited and set off a cascade of explosions at a Fourth of July block party in Toledo." So the video shows the explosion, which is an abnormal event. Therefore, the video is abnormal. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1756_00000115.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 the process: using explosives to break it down, which is a normal construction/destruction method. So the video is showing a normal event. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/693_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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—are typical of criminal activity, which is abnormal. The video is about a crime, so it's abnormal. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/809_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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. Since it's showing the immediate aftermath and then a response (police interview), which is typical for news coverage of an accident. The key is whether there's an abnormal event directly shown. The accident itself is abnormal, but the video includes the aftermath and the police response, which are normal parts of reporting an accident. Wait, but the task says: if only aftermath or only cause/lead-up, mark normal. Here, it's both—aftermath and the police statement. But the question is whether the video is abnormal or normal. The video shows the accident (abnormal) and then the police interview (normal). Wait, no—the video starts with the accident, then goes to the police. So the main event is the accident, which is abnormal, but the video includes the aftermath and the response. Wait, the task says: "Mark it as abnormal only if an abnormal behavior or event is directly shown in the video." So if the video shows an abnormal event (like a crash), that's abnormal. But the video also shows the police interview, which is normal. Wait, the video is a news segment about the accident. The accident is abnormal, so the video is showing the abnormal event (the crash) and then the aftermath (police statement). So the video is about an abnormal event (the crash), so it's abnormal. Wait, no—wait, the video starts with the crash, then shows the police interview. The crash is the abnormal event. So the video is showing the abnormal event (the crash) and then the response. So the video is abnormal because it's showing the crash (which is abnormal) and the aftermath. Wait, but the task says: "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." Here, the video shows both the aftermath (wrecked car, debris) and the police statement (which is the cause/lead-up? No, the police statement is after the event). Wait, the video starts with the wrecked car (aftermath), then moves to the police interview (which is the response). So the video is showing the aftermath of the abnormal event (the crash), so it's abnormal. Wait, no—wait, the video is a news report on the crash. The crash is the abnormal event, so the video is showing the abnormal event (the crash) and the aftermath. So the video is abnormal. Wait, but maybe I'm wrong. Let's check again. The video starts with the wrecked car (abnormal event), then shows the police officer speaking (which is normal). So the video is showing the abnormal event (the crash) and the aftermath. So the video is abnormal. Wait, but the task says: "Mark it as abnormal only if an abnormal behavior or event is directly shown in the video." So the crash is abnormal, so the video is abnormal. Therefore, the answer is abnormal. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/507_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 incident (drowning), then shows the rescue, and the aftermath. But wait, the question is whether it's abnormal or normal. Wait, the task says: if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, mark as normal. If it shows both, but here the video has the incident (the drowning) and the rescue, which is part of the aftermath. Wait, no—wait, the video includes the incident (the drowning) and the rescue. But the problem is: is the video showing the abnormal event (the drowning) or just the aftermath? Wait, the video starts with the incident (the person falling into the river, then the rescue). So the video shows the incident (the drowning) and the rescue. But the task says: "abnormal only if an abnormal behavior or event is directly shown". Wait, the incident is abnormal (drowning), but the video is about the incident and its aftermath. Wait, no—wait, the video is reporting on the incident. Let me check the content. The video has text like "THE INCIDENT HAPPENED ON THURSDAY EVENING LAST WEEK", "A RESCUE TEAM WAS RUSHED...", "HIS BODY WAS FISHED OUT...". So it's a news report about an incident that happened, the rescue, and the aftermath. Since it's a news report about an event that occurred, and the video is showing the event (the incident) and its consequences, but the task says: "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." Wait, the video shows the incident (the drowning) and the rescue. So it's not just the aftermath (because there's the cause/lead-up: the incident happening), but the video is showing the incident itself. Wait, no—wait, the video is a news report about the incident. So the video is normal because it's reporting on the event, which is abnormal (the drowning), but the video is showing the event and its aftermath. Wait, no—the task says: "abnormal only if an abnormal behavior or event is directly shown in the video". So if the video shows an abnormal event (like the drowning), then it's abnormal. But the video is about the incident, so the event is abnormal. Wait, but the video is a news report, so it's normal. Wait, no—wait, the task is to decide if the video is abnormal or normal. The video shows the incident (the drowning) and the rescue. So the video is showing the abnormal event (the drowning) and the aftermath. But according to the task: "abnormal only if an abnormal behavior or event is directly shown in the video". So the video does show the abnormal event (the drowning), so it's abnormal. Wait, but maybe I'm misunderstanding. Wait, the video is a news report about an incident. The incident is abnormal (drowning), so the video is showing the abnormal event. Therefore, it's abnormal. </think> abnormal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1397_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 doesn't show any abnormal behavior like a sudden event that's not related to the topic. It's presenting facts and data about deforestation and climate change, which is normal for educational or documentary content. So it should be marked as normal. </think> <answer>normal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/612_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 it's normal. </think> <answer>normal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1807_00000038.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 wait, the task says to mark as abnormal if an abnormal behavior is directly shown. The video shows people fighting, pushing, and law enforcement responding. That's definitely abnormal because it's not typical courtroom proceedings; it's a violent incident. So the answer should be abnormal. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/869_00000062.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 collisions that seem abnormal. Wait, maybe the white car is moving, but all cars are just going through. Wait, the problem says to mark as abnormal only if an abnormal behavior is directly shown. If it's just normal traffic, then it's normal. Let's see: the video shows cars driving normally through an intersection. No weird actions, no accidents, just regular traffic. So it's normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/5_00220027.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 typical in a scientific presentation about antibody handling. There's no abnormal behavior or event shown; it's just informative content. So the video is normal. </think> <answer>normal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/286_00000410.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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, the video is just showing the natural process of ice melting and water flowing. So it's normal. Because glaciers do have meltwater streams, and this is a natural phenomenon. So the video is normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1124_00000016.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 scenes show people swimming, which seems normal. But wait, maybe the problem is that the pool is in a place where it's not supposed to be, but no—wait, the task is to see if it's abnormal. Wait, the video shows people swimming in a pool, which is normal. So the answer should be normal. </think> <answer>normal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1147_00000021.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 scenes are emotional, like hugs, firefighters. The key is whether there's an abnormal event shown. The video seems to be a movie clip with normal scenes (hugs, firefighters, bakery). The text is narrative, not showing an abnormal event. So it's normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/681_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 check again. The video seems to show a normal street scene. There's no sudden event or abnormal behavior. The person walking is just moving, so it's normal. So mark as normal. </think> <answer>normal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/91_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 INVESTIGATION". So this is a breaking news report about a fire at a school. The scenes show the fire happening, emergency response, and then the news anchor reporting. Since it's a news broadcast covering an event that happened (the fire), and the video shows the aftermath and the reporting, it's normal because it's presenting the event as part of the news coverage. There's no abnormal behavior here—just the typical news segment about a fire incident. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1679_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 is to check if there's an abnormal event. The underwater debris is normal for environmental reporting, the news studio is normal, the dispatch location is normal. But wait, the question is whether the video is abnormal or normal. Let's see: the video shows typical news segments, environmental issues, studio setup, and a marine vehicle. There's no unusual behavior. So it's normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/576_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 directly shown. Let me think. The video seems to be reporting on a problem where multiple businesses use the same license, which is a common issue in some regions. However, the question is whether the video is abnormal or normal. Since the video is showing the process of how these businesses operate, including the license transfer and the platform issues, but the main point is that it's a news report about a specific problem. Wait, no—wait, the task says to mark as abnormal only if an abnormal behavior is directly shown. If the video is just reporting on the situation without showing an abnormal event, then it's normal. Wait, but maybe there's something wrong. Wait, the video includes scenes like "四五家都用一个执照" (four or five businesses using one license), which is a common issue, but is that abnormal? No, because it's a problem that exists. Wait, no—the task says: "abnormal only if an abnormal behavior or event is directly shown". So if the video shows an event that's not normal, like someone doing something illegal, but here it's about a business practice. Wait, maybe the video is normal because it's a news report about a typical issue. Wait, no, the problem is that the video might be showing the aftermath of an abnormal event. Wait, no. Let me re-read the instructions. The user says: "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." So, if the video shows the cause or lead-up (like explaining why a problem exists), then it's normal. If it shows an abnormal event (like someone doing something wrong), then abnormal. But in this case, the video is a news report about a business license issue. It shows the license transfer, the platform issues, etc. But is there an abnormal event? Let's check the scenes. For example, the segment where they show the license being transferred, and the person saying "四五家都用一个执照" (four or five businesses using one license). That's a common problem, but is it abnormal? No, because it's a reported issue. Wait, but the task is to see if the video is abnormal. Wait, maybe the video is normal because it's just reporting on a situation that's happening, not showing an abnormal event. Wait, but the problem is that the video might be showing the problem as normal. Wait, no. Wait, the key is: if the video shows only the aftermath of an abnormal event or only the cause/lead-up, then normal. If it shows an abnormal event (like someone doing something wrong), then abnormal. Wait, in this video, there's no direct abnormal event. It's a news report about a business license issue. So the video is normal. Because it's showing the cause and effect, but not an abnormal event. Wait, but maybe the video is normal. Let me think again. The video is a news segment about how some businesses are using the same license, which is a problem. So the video is normal because it's reporting on a situation that's happening, not showing an abnormal event. Therefore, the answer is normal. </think> <answer>normal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/304_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 key here is to check if there's any abnormal behavior. The scenes are typical of a hospital: people waiting, staff interacting. There's no unusual activity like violence, accidents, or strange events. The context is about pandemic data, which is normal for a news report. So the video is normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/302_normal.mp4", "nframes": 23, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 the aftermath or cause/lead-up. Since the video is showing the pollution and its impact, which is a result of human activity (using plastic films), but the video itself isn't showing an abnormal event (like someone doing something wrong). Wait, the question is whether the video is abnormal or normal. The video is about environmental issues, showing the plastic waste. The key is: if it's showing the aftermath of an abnormal event, mark abnormal. If it's just the cause/lead-up or aftermath, mark normal. Here, the video shows the plastic waste (aftermath of using plastic films), so it's the aftermath. But wait, the task says "abnormal only if an abnormal behavior or event is directly shown". The video doesn't show an abnormal event (like a crime or accident), it's just showing the pollution. So the video is normal because it's presenting the issue, which is a common environmental problem. Wait, no—wait, the video is showing the plastic waste, which is a problem. But the task says: if it shows only the aftermath of an abnormal event or only the cause/lead-up, mark normal. If it shows an abnormal event (like someone doing something wrong), mark abnormal. Here, the video is showing the plastic waste, which is a result of human activity (using plastic films), so it's not an abnormal event. Wait, maybe I'm misunderstanding. Let's check the definition again. The video is about plastic pollution in a greenhouse. The scenes are of the plastic waste around the greenhouse. The text explains the problem. So the video is normal because it's showing the problem (aftermath of using plastic films), which is a common environmental issue. So the answer should be normal. </think> <answer>normal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1099_00000113.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 being hooked on the stick) and "翻身特别利落！！！" (the flip is very smooth!!!). First, check if there's any abnormal behavior. The caterpillar is being handled by a person, but the actions seem normal—like moving it, hitting it, etc. There's no indication of danger or unusual events. The video is about observing and interacting with the caterpillar, which is a common activity. The text is playful, so it's part of the content. Wait, the task says to mark as abnormal only if an abnormal behavior is directly shown. Here, the actions are typical: handling a caterpillar, maybe trying to move it. So it's normal. </think> <answer>normal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/413_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 abnormal. The scenes are typical of a documentary showing different aspects of a crisis, so they're normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/1082_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 procedures. So it's normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1845_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 diseases. There's no abnormal behavior here; it's just a person explaining the symptoms of rice diseases. So the video is normal. </think> <answer>normal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/411_00110125.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 video. But the question is whether the video is abnormal or normal. Wait, the task says: mark as abnormal if an abnormal behavior/event is directly shown. If only aftermath or lead-up, mark normal. Looking at the scenes: the first part shows a person in a hoodie in a living room (maybe a crime scene), then outdoor scenes of two people (maybe suspects), then a car show (not related), then back to living room. But wait, the video might be a compilation of different segments. However, the main issue is whether the video itself has an abnormal event. Wait, the problem is to determine if the video is abnormal. Let's think: the video includes scenes that might be part of a crime investigation, but the question is about the video's content. Wait, no—wait, the user's instruction is to decide if the video is abnormal. Wait, maybe the video is a normal sequence of events, but let's check. Wait, the video starts with a living room, then cuts to two people outside (maybe suspects), then a car show, then back to living room. But the "Law & Crime" logo suggests it's a legal or crime-related video. However, the task is to see if the video shows an abnormal behavior. Wait, maybe the video is normal because it's just showing different scenes, but no—wait, the problem is to mark as abnormal if an abnormal event is directly shown. If it's just a normal sequence (like a crime show with different scenes), then it's normal. Wait, but the video might have elements that are abnormal. Wait, no—wait, the user's example: if the video shows only aftermath or lead-up, mark normal. If it has an abnormal event, mark abnormal. Wait, let's look at the scenes: - First scene: living room with a person in hoodie (maybe a suspect). - Then outdoor scene with two people (maybe suspects). - Then car show (not related to crime). - Then back to living room with people moving. But the key is whether there's an abnormal event. Wait, maybe the video is a normal compilation of crime-related content. But the task is to check if the video is abnormal. Wait, the problem says: "Mark it as abnormal only if an abnormal behavior or event is directly shown in the video." Wait, maybe the video is normal because it's just showing different parts of a crime story. But no—wait, the video might have an abnormal event. Wait, no, the video seems to be a sequence of clips from a crime show. Wait, but the user's instruction is to output "abnormal" or "normal". Let's think again. Wait, the video starts with a living room, then cuts to two people outdoors (maybe suspects), then a car show (not relevant), then back to living room. But the "Law & Crime" logo is present throughout, so it's a crime network video. But the question is whether the video is abnormal. Wait, maybe the video is normal because it's just showing different scenes. Wait, no—wait, the problem is to determine if the video contains an abnormal event. If the video shows only the aftermath of an abnormal event or only the cause/lead-up, then it's normal. If it shows an abnormal behavior directly, then abnormal. Wait, the video has a person in a hoodie in the living room (maybe a suspect), then two people outdoors (maybe suspects), then a car show (not related). But the key is whether the video is showing an abnormal event. Wait, maybe the video is normal because it's a compilation of different scenes. Wait, but the user's instruction is to output "abnormal" or "normal". Wait, let's check the possible scenarios. The video might be a normal sequence of events, like a crime investigation show. But the problem is to see if the video is abnormal. Wait, maybe the video is normal because it's just showing different parts of a crime story. Wait, no—wait, the problem says: "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." Wait, the video has multiple scenes: living room (possible crime scene), outdoor (suspects), car show (not related). But the key is whether the video is showing an abnormal event. Wait, maybe the video is normal because it's just a series of clips. Wait, but the user's example: if the video is a normal sequence, then normal. If it's abnormal, then abnormal. Wait, I think the video is normal. Because it's a compilation of different scenes, not showing an abnormal event. Wait, but maybe the video is abnormal because it's a crime show. Wait, no—wait, the problem is to determine if the video is abnormal. Let's think: the video shows a person in a hoodie (maybe a suspect), then two people outdoors (suspects), then a car show (not related), then back to living room. But the key is whether there's an abnormal event. Since the video is a compilation of different scenes, it's normal. Wait, but the problem says: "Mark it as abnormal only if an abnormal behavior or event is directly shown in the video." Wait, maybe the video is normal. Because it's just showing different parts of a crime story. So the answer is normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1594_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 to depict normal daily activities related to living with cystic fibrosis—like using medical devices, talking, etc. Wait, but the question is about whether the video is abnormal or normal. The video shows the person's routine, so it's normal. Wait, no—wait, the user says: if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, mark as normal. Otherwise, abnormal. But here, the video shows everyday life with cystic fibrosis, which is a normal part of life for someone with that condition. So the video is normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/295_00100210.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 about a family's viral video, which is a normal news story, not an abnormal event. So the video is normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/1795_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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, and then the news anchor reporting. Since it's showing the event and its aftermath, which is normal for a news report about a tragic event. Wait, but the task is to mark as abnormal or normal. If the video shows the event itself (the fire) and the aftermath, that's normal because news reports cover such events. Wait, no—wait, the problem says: if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, mark as normal. But here, the video has the event (fire) and the aftermath (collapsed structure), so it's showing both the event and the aftermath. Wait, but the key is whether it's abnormal. Wait, the video is a news segment about a wedding fire. The normal thing is that news reports cover such events. So the video is normal because it's presenting the event and its aftermath as part of a news report. Wait, but the question is whether the video is abnormal. Wait, the video shows the wedding fire (abnormal event) and the aftermath. So the video is normal because it's reporting on the event. Wait, no—wait, the task says: "Mark it as abnormal only if an abnormal behavior or event is directly shown in the video." So if the video shows an abnormal event (like a fire at a wedding), then it's abnormal. But wait, the video is a news report about the event. Wait, the video itself is the news report. Wait, the video starts with the wedding fire scene, then the aftermath, then the news anchor. So the video is showing the event (wedding fire) and the aftermath. So the event is abnormal (a fire at a wedding), so the video is showing an abnormal event. Wait, but the task says: "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." So here, the video shows the aftermath (the collapsed structure) and the cause (the fire). Wait, no—the video starts with the fire, then the aftermath. So the video is showing the event (fire) and the aftermath. So it's not just the aftermath or just the cause. So it's normal? Wait, no. Wait, the video is a news segment. The normal thing is that news reports cover such events. So the video is normal because it's presenting the event as part of a news report. Wait, but the problem is to decide if the video is abnormal or normal. Let's think again. The video shows a wedding fire (abnormal event) and the aftermath. So the video is showing the event. But the task says: "abnormal only if an abnormal behavior or event is directly shown in the video." So the wedding fire is an abnormal event. So the video is showing an abnormal event. Wait, but the video is a news report. Wait, no—wait, the video is the news report. So the video is normal because it's reporting on the event. Wait, maybe I'm confused. Wait, the task is to check if the video is abnormal. If the video shows an abnormal event (like a fire at a wedding), then it's abnormal. But the video is a news segment. Wait, the video is showing the event (the fire) and the aftermath. So the video is normal because it's reporting on the event. Wait, no. Wait, the problem says: "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." So if the video is only the aftermath, it's normal. If it's only the cause, it's normal. If it's both, it's abnormal? Wait, no. Wait, the task is to mark as abnormal if an abnormal behavior or event is directly shown. So if the video shows the wedding fire (which is abnormal), then it's abnormal. Wait, but the video is a news report. Wait, the video is the news report. So the video is normal because it's reporting on the event. Wait, maybe I need to see if the video is showing the event itself. The video starts with the fire, so it's showing the event. So the video is abnormal because it's showing an abnormal event. Wait, but the task says: "abnormal only if an abnormal behavior or event is directly shown in the video." So the wedding fire is an abnormal event. Therefore, the video is abnormal. </think> abnormal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1767_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 shown. The video depicts a protest that leads to violence, including burning cars and clashes with police. But wait, the task says to mark as abnormal only if an abnormal behavior or event is directly shown. The video shows the aftermath of a violent incident (like the burning cars, police clashes) but also the protest itself. However, the main point is whether the video is showing an abnormal event. Wait, the video is about a protest that turned into violence. So the events are abnormal because they involve violence. But the question is whether the video is abnormal. Wait, the user's instruction: "Mark it as abnormal only if an abnormal behavior or event is directly shown in the video." So if the video shows something that's not normal, like violent protests, then it's abnormal. Let's check the content. The video shows people protesting, then police using force, burning cars, etc. These are abnormal events. So the answer should be abnormal. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1892_00000231.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 situation. Wait, but the video is about the fog and the PM2.5 level. The key is whether there's an abnormal event. The video shows the fog (which is a natural phenomenon) and the PM2.5 monitor reading. Since the fog is a common weather condition, and the PM2.5 is just a measurement, it's not abnormal. So the video is normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1102_00000030.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 Robbing Jewelry Store". So the video is about a robbery that was recorded. Now, is this abnormal? Well, the video is showing the actual event of a robbery, which is an abnormal event. But wait, the task says to mark as abnormal if an abnormal behavior is directly shown. The robbery itself is abnormal. So the video is showing an abnormal event (the robbery). Therefore, it's abnormal. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1501_00000025.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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. Wait, the video is a recounting of the event, but the question is whether the video is abnormal or normal. Wait, the task says: mark as abnormal only if an abnormal behavior or event is directly shown. If it's only aftermath or cause/lead-up, mark as normal. Wait, the video starts with "So if you weren't afraid of elevators before, you should probably" which is a normal intro. Then shows the person in the elevator, the accident, emergency response, etc. But the main point is that the video is a documentary-style recounting of the event. However, the problem is whether the video itself is abnormal. Wait, no—the task is to determine if the video is abnormal (if it shows an abnormal event) or normal (if it's just the aftermath or lead-up). Wait, the video shows the entire sequence: the incident, the aftermath, the investigation. But the question is about whether the video is abnormal. Wait, maybe I'm misunderstanding. Wait, the video is about the event, so it's normal because it's a factual recounting. Wait, no—wait, the video is showing the actual event, so it's normal? Wait, no. Wait, the task says: "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." Wait, the video shows the accident (abnormal event), so it's abnormal. Wait, but the video is a recounting of the event, so it's showing the abnormal event. So the answer would be abnormal. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/167_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 object at the painting. That's not normal behavior. So the video is abnormal. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1979_00180045.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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. The scenes are typical movie clips: restaurant, conversation, title cards. The sequence of events is standard for a film ending with credits and awards. There's no weird action or abnormal event happening. So it's normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1577_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 event. But the question is whether the video is abnormal or normal. The video shows the crash (windshield shattering), which is an abnormal event. So we need to mark it as abnormal. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1292_00000014.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 the aftermath of the attack, but the main content is the police investigation. Wait, no—wait, the problem says to mark as abnormal if an abnormal behavior is directly shown. But in this case, the video is a news report about a crime, so the events shown (like the person on the car, the interviews) are part of the normal news coverage. Wait, but the question is whether the video is abnormal or normal. Wait, the video is a news segment about a crime, so the events depicted are part of the normal reporting of a crime. So it's normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/2027_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 subway system with delays being discussed. So it's normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/143_00000130.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 task says: if the video shows only the aftermath or only the cause/lead-up, mark as normal. Wait, the video is showing the explosion itself, which is abnormal. Wait, no—wait, the problem says: "abnormal only if an abnormal behavior or event is directly shown". So the video is of an explosion, which is abnormal. So it's abnormal. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/712_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 the video is abnormal or normal. The video here is a movie clip from "American Heist" as per the poster. The scenes shown are typical of a movie clip—no abnormal events. So it's normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1278_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 is not allowed. Therefore, the event is abnormal. </think> <answer>abnormal</answer>	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1418_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 behavior or event happening; it's just reporting on the risks of the drug. So it's normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/218_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>	[ "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 pandemic's initial spread. The video doesn't show any abnormal behavior but rather the events and information around the outbreak. Since it's depicting the lead-up and aftermath of an event (the outbreak), and there's no abnormal behavior shown, it should be marked as normal. </think> normal	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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/312_00030025.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]	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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 abnormal behavior here—just typical police activity and news broadcast. So it's normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/1288_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 Edition branding. So all parts are normal. There's no abnormal behavior here. So mark as normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/866_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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. The text mentions "走上犯罪之路的少年" which translates to "Youth on a path of crime," so it's about criminal behavior. The fight itself is an abnormal event. So the video shows an abnormal behavior. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/20_00000050.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 abnormal behavior. Let's check each part. The first part: someone in an orange vest is at a turnstile, then moves to a warehouse. Then they take a package from a drawer, check it, and then there's a photo of a person (maybe a suspect) shown. Then they go to a car, load packages into the trunk. The actions seem routine—like a delivery worker doing their job. But wait, the problem is to determine if it's abnormal. If all the actions are typical for a delivery worker, then it's normal. But maybe there's something off? Wait, no, the video shows standard work: handling packages, loading into a car. So the events are normal. Therefore, mark as normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/837_01000144.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 here is to check if the video shows an abnormal event directly. But the video seems to be a news segment about a crime, so the events shown (like people climbing on cars) might be part of the crime incident. However, the task is to mark as abnormal only if directly shown. Wait, the problem says: if the video shows only the aftermath or only lead-up, mark normal. If there's an abnormal behavior directly shown, mark abnormal. Let's see: the video has scenes of people doing actions like climbing on cars, which could be part of the crime. But the main point is whether the video is showing an abnormal event. Wait, the video is a news report about a crime, so the footage of the crime itself (people on cars) is part of the abnormal event. Wait, but the question is whether the video is abnormal or normal. Wait, the video is a news segment reporting on a crime, so the content is about a crime, which is abnormal. But wait, the task says: "abnormal only if an abnormal behavior or event is directly shown". So if the video shows the actual crime (like people attacking or something), then it's abnormal. But in this case, the video shows people climbing on cars, which is part of the crime. So the video is showing the abnormal event (the crime). Therefore, it's abnormal. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/2027_00000101.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 holding a book or something, opens the door, then... Wait, actually, the video might be showing a normal entry. Wait, no, wait—wait, the problem is to determine if it's abnormal. Wait, no, maybe I'm missing something. Wait, the video shows a person entering the house, but maybe there's an issue. Wait, no, let's think. Wait, the task says: if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, mark as normal. If there's an abnormal behavior directly shown, mark as abnormal. So, looking at the video: the person is entering the house, opening the door, and then... Wait, no, the video seems like a normal entry. Wait, but wait—wait, the person is holding a book, maybe they're trying to get inside. Wait, no, maybe there's no abnormality. Wait, but wait, the video might have a hidden element. Wait, no, let's check again. Wait, the video shows the person entering, then the camera angle changes, but it's all normal. Wait, no, maybe I'm wrong. Wait, the correct answer is normal? Wait, no, wait—wait, the person is opening the door, but maybe there's something else. Wait, no, the video is just a normal person entering the house. So it's normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1668_00000016.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 the task says to mark as abnormal only if an abnormal behavior is directly shown. However, in this case, the video is labeled "手机爆炸" (phone explosion) but the actual content—wait, no. Wait, the video is a surveillance recording. Let me check again. Wait, the video is from a store, and the text "手机爆炸" is overlaid. But the problem is: the video itself—does it show an abnormal event? Wait, the user's instruction: "Mark it as abnormal only if an abnormal behavior or event is directly shown in the video." So if the video shows a phone exploding (which is abnormal), then it's abnormal. But wait, the video is a surveillance shot. Wait, maybe the video is showing a phone explosion happening. But the problem is, the video is presented as a surveillance clip. Wait, the video starts with "手机爆炸" (phone explosion) text, so the event is a phone exploding. But is that abnormal? Yes, because a phone exploding is an abnormal event. But wait, the task says: "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." Wait, so if the video shows the aftermath (like after the explosion), then it's abnormal. But in this case, the video is a surveillance footage where the phone is exploding. Wait, but the video is labeled "手机爆炸" so it's showing the event. So the video is showing an abnormal event (phone explosion), so it should be marked as abnormal. Wait, but let's think again. The video is a surveillance recording. The text "手机爆炸" is overlaid, so the event is a phone exploding. That's an abnormal event. So the answer should be abnormal. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/954_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 normal course of a news story about a burglary. So it's normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1345_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 escalator malfunction causing people to fall. Now, the question is whether it's abnormal or normal. Since the video directly shows the escalator failing and people falling, that's an abnormal event. So we mark it as abnormal. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1013_00010010.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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. There's no sudden violence, accidents, or unusual events. So it's just normal activity in a pool area. Therefore, mark as normal. </think> <answer>normal</answer>

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1727_00000030.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 abnormal behavior: a car colliding with a structure. So it's abnormal. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1621_00180021.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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), causes like inadequate intake, excessive loss, and distribution issues. The question is whether the video is abnormal or normal. The task says: if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, mark as normal. Otherwise, abnormal. In this case, the video is presenting educational content about a medical topic. It's explaining the definition, causes, etc. So it's not showing an abnormal event happening; it's teaching about a normal medical condition. So it's normal. </think> <answer>normal</answer>

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/272_00000103.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 action (person in pool), then transitions to a character, then to end screens. But wait, the key is: if there's an abnormal event directly shown. Wait, the first part: the person in the pool with a bucket on their head—maybe that's a normal action? Wait, no, maybe the bucket is causing some issue. Wait, no, the problem is to check if the video shows an abnormal behavior. Wait, the video has a scene where someone is in a pool with a bucket on their head, which might be a stunt or something. But the task is to mark as abnormal if an abnormal behavior is directly shown. Wait, but the video might be from a movie. Wait, the first part: the person in the pool with a bucket on their head—maybe that's a normal action for a movie clip. Wait, but the user says: "abnormal only if an abnormal behavior or event is directly shown". So if the video shows something that's not normal, like a person doing something impossible. Wait, but the first part: the person is in a pool, maybe swimming with a bucket on their head. That's a bit odd, but maybe it's a stunt. Wait, but the problem is to determine if it's abnormal. Wait, the video might be from a movie where this is a normal action. Wait, no, the key is: the video is a clip from a movie. Wait, the user's instruction: "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." Wait, so if the video is showing the aftermath of an abnormal event, then it's abnormal. Wait, but the video starts with a person in a pool with a bucket on their head, which might be a normal action. Wait, no, maybe the bucket is causing them to float or something. Wait, no, the problem is to see if there's an abnormal behavior. Wait, the video is a movie clip. Let's think: the first scene is a person in a pool with a bucket on their head. Is that abnormal? Maybe not. Wait, but the other parts: the transition to the man in the white shirt. Then the end screens. Wait, the entire video is a movie clip. Wait, the task is to decide if the video is abnormal or normal. Wait, the user says: "abnormal only if an abnormal behavior or event is directly shown in the video." So if the video shows something that's not normal, like a person doing something impossible. Wait, but the person in the pool with a bucket on their head—maybe that's a normal action. Wait, no, maybe the bucket is causing them to be in the pool. Wait, I'm confused. Wait, the correct approach: the video is a movie clip. The first part shows a person in a pool with a bucket on their head. Is that abnormal? No, because it's a common stunt. Wait, but maybe the bucket is causing them to be in the pool. Wait, no, the problem is to check if the video is abnormal. Wait, the answer should be normal because the video shows a normal action (a person in a pool with a bucket on their head, which is a common stunt in movies). Wait, but the user says: "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." So if the video is showing the aftermath of an abnormal event, then it's abnormal. Wait, but the video starts with the person in the pool, which is a normal action. Wait, maybe the bucket is causing them to be in the pool. Wait, no, the bucket is on their head. Wait, maybe the person is swimming with a bucket on their head, which is a normal action. Wait, I think the video is normal because it's a movie clip showing a normal action. So the answer is normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1595_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 to be about a construction issue where the owner is unhappy because the work isn't done properly. But wait, the question is whether the video is abnormal or normal. The video shows the current state of the building with damage and unfinished work. Since it's showing the aftermath of an abnormal event (like poor construction), but the task says if it shows only aftermath or cause/lead-up, mark as normal. Wait, the video here is presenting the problem (the damaged ceiling and unfinished area) which is the result of an abnormal event. But the task says: "abnormal only if an abnormal behavior or event is directly shown". So if the video is showing the problem (which is abnormal), then it's abnormal. Wait, no. Wait, the video is showing the current state of the building, which is the result of an abnormal construction. So the video is depicting an abnormal situation. Therefore, it's abnormal. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/732_00150020.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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—just a structured presentation. So it's normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/927_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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—just the natural process of ice calving due to climate change. So it's normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1132_00000041.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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's abnormal. Wait, maybe the crane is moving something? Wait, no, the video might have a normal sequence. Wait, no—wait, the problem says "abnormal only if directly shown". Let's check the events. The video starts with a dark screen, then shows a parking area. A truck comes in, a white truck, then a crane (Grady) moves. Wait, but maybe there's no abnormal behavior. Wait, no—wait, the user's instruction: if the video shows only aftermath or lead-up, mark normal. If there's an abnormal event, mark abnormal. Wait, let's look at the actions. The crane is moving, but is that abnormal? Wait, maybe the crane is lifting something. Wait, no, the video might be normal. Wait, no—wait, the problem is to decide. Wait, maybe the video is normal because all actions are typical. Wait, no, wait. Wait, the video shows a crane moving, but maybe it's part of a normal operation. Wait, no, the task is to check if there's an abnormal event. Wait, the video doesn't show any unusual behavior. So it's normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/922_00000124.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 if directly shown. Let's see: the actions look like a fight or aggressive behavior. But wait, maybe it's a normal altercation? Wait, no—wait, the video is from a store, and the people are fighting. But is that abnormal? Wait, the task is to decide if it's abnormal. If the video shows an event that's not typical, like a fight in a store, that's abnormal. Wait, but maybe it's a normal incident. Wait, no—wait, the video shows people in a store, one person is on the floor, another is moving. But the question is whether it's abnormal. Let's think: the video is from Inside Edition, so it's a news segment. The event here is a fight in a store. Is that abnormal? Yes, because fights in stores are unusual and not typical. Wait, but maybe it's a normal event. Wait, no—abnormal means something that's not expected. So if the video shows a fight, that's abnormal. Wait, but let's check the description. The video shows people in a store, one person is on the ground, another is moving. The text "I'm coming to the rescue!" suggests someone is trying to help. But the main point is whether the event is abnormal. Since it's a fight in a store, which is not normal (normal would be a regular shopping trip), so it's abnormal. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/849_00060036.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 problem. Wait, but the video shows the fire happening, so the event is a fire. But the key is whether the video is showing an abnormal event or not. The video depicts a fire, which is abnormal because it's an uncharged electric kettle (which is supposed to be safe) but here it's on fire. Wait, no—actually, the video is about an electric kettle that was placed inside a room without being charged, leading to a fire. So the event is abnormal because it's a fire from an uncharged device. But the task is to mark as abnormal if the video shows an abnormal behavior or event directly. The video shows the fire, which is abnormal. Wait, but the question says: "Mark it as abnormal only if an abnormal behavior or event is directly shown in the video." So the video shows a fire, which is an abnormal event. So the answer should be abnormal. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/972_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 helping is normal. Wait, but the problem says to mark as abnormal if an abnormal behavior is directly shown. Let's check: the cow is in a flooded street, which is a normal scenario for a flood, but the cow's struggle and people trying to help—wait, no, the main point is whether the event itself is abnormal. Wait, the video shows a cow in a flood, which is not typical for a cow (since cows are usually not in floods), but the action of people helping is normal. Wait, no, the question is about whether the video is abnormal. Wait, the video shows a cow in a flooded area, which is an abnormal situation because cows don't typically go into floods. But the video is showing the cow in the flood, so the event is abnormal. Wait, no, the task says: "abnormal only if an abnormal behavior or event is directly shown". So the cow being in a flood is abnormal, but the people helping is normal. Wait, but the video is about the cow's situation. Let me recheck. The video starts with a cow in a flooded street, which is an abnormal event because cows aren't usually in floods. So the video shows an abnormal event (the cow in the flood). Therefore, it's abnormal. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/967_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 procedure for reporting issues. There's no abnormal behavior like violence or fraud shown. It's a straightforward news report about a repair claim. So it's normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/735_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 the task says: if it shows only aftermath or cause/lead-up, mark normal. If there's an abnormal behavior directly shown, mark abnormal. Looking at the video: it has scenes of fireworks going off, people reacting, and the viral video. The main event is the fireworks going wrong, which is an abnormal event. So the video is showing an abnormal situation. Therefore, mark as abnormal. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1559_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 safety standards, and discusses the use of tap water. All these points are factual and related to environmental issues. There's no abnormal behavior shown; it's informative content about water pollution. So it's normal. </think> <answer>normal</answer>

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/543_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 video has multiple clips of boats, maybe in different locations. But the key is whether there's an abnormal behavior. Let's see—some clips might be normal, like boats moving, but maybe there's something. Wait, the user's instruction says "abnormal only if an abnormal behavior or event is directly shown". If the video is just showing typical boat activities without any odd things, then it's normal. Wait, but let's check again. The video includes scenes like a boat with a person on it, a dock, etc. All these seem normal. So the answer should be normal. </think> <answer>normal</answer>

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1731_00001516.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 normal news segment. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/2065_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/60_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 abnormal event or just the aftermath/cause. The video shows the problem (water leakage) and the owner's reaction, which is typical for a news report about a housing issue. Since it's presenting the situation as it is, not showing an abnormal behavior but rather the cause and effect of a normal event (the house having a leak), it should be marked as normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/739_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 entering a house, which is a normal event for a crime or incident. But wait, the problem says to mark as abnormal only if an abnormal behavior is directly shown. Let's see: the person is entering the house, which is a typical action. However, the context is about a "CAUGHT ON CAMERA" segment, so maybe it's a normal news report. Wait, but the question is whether the video is abnormal or normal. The video shows a news segment where they're reporting on a surveillance footage of someone entering a house. That's a normal news story. So the answer should be normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/870_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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. All these are normal in a forest setting. There's no unusual event happening. So it's normal. </think> <answer>normal</answer>

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/410_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 crime. The video shows the event as it happened, including the aftermath and interviews, which are standard for a normal news segment. There's no indication of abnormal behavior; it's a straightforward news story. So it should be marked as normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/827_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 Fourth of July block party in Toledo. There are shots of fireworks going off, people running, and the aftermath. The key here is whether the event is abnormal. The video depicts a firework explosion during a party, which is an abnormal event because it's a sudden explosion from fireworks, but wait, no—wait, the question is about whether the video is abnormal or normal. Wait, the task says: mark as abnormal if an abnormal behavior or event is directly shown. If it's only aftermath or cause/lead-up, mark as normal. Wait, the video shows the explosion happening (the fireworks going off), so that's an abnormal event. But wait, the video is a news report of the incident. Wait, the video itself is showing the explosion. So the event is an explosion from fireworks, which is abnormal because it's a sudden explosion at a party. Wait, but the problem is to decide if the video is abnormal. The video shows the explosion, so it's an abnormal event. Wait, but maybe the user is asking if the video is showing an abnormal event. Let's check the description: "Police in Ohio say stacks of fireworks piled next to a rental truck ignited and set off a cascade of explosions at a Fourth of July block party in Toledo." So the video shows the explosion, which is an abnormal event. Therefore, the video is abnormal. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1756_00000115.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 the process: using explosives to break it down, which is a normal construction/destruction method. So the video is showing a normal event. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/693_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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—are typical of criminal activity, which is abnormal. The video is about a crime, so it's abnormal. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/809_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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. Since it's showing the immediate aftermath and then a response (police interview), which is typical for news coverage of an accident. The key is whether there's an abnormal event directly shown. The accident itself is abnormal, but the video includes the aftermath and the police response, which are normal parts of reporting an accident. Wait, but the task says: if only aftermath or only cause/lead-up, mark normal. Here, it's both—aftermath and the police statement. But the question is whether the video is abnormal or normal. The video shows the accident (abnormal) and then the police interview (normal). Wait, no—the video starts with the accident, then goes to the police. So the main event is the accident, which is abnormal, but the video includes the aftermath and the response. Wait, the task says: "Mark it as abnormal only if an abnormal behavior or event is directly shown in the video." So if the video shows an abnormal event (like a crash), that's abnormal. But the video also shows the police interview, which is normal. Wait, the video is a news segment about the accident. The accident is abnormal, so the video is showing the abnormal event (the crash) and then the aftermath (police statement). So the video is about an abnormal event (the crash), so it's abnormal. Wait, no—wait, the video starts with the crash, then shows the police interview. The crash is the abnormal event. So the video is showing the abnormal event (the crash) and then the response. So the video is abnormal because it's showing the crash (which is abnormal) and the aftermath. Wait, but the task says: "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." Here, the video shows both the aftermath (wrecked car, debris) and the police statement (which is the cause/lead-up? No, the police statement is after the event). Wait, the video starts with the wrecked car (aftermath), then moves to the police interview (which is the response). So the video is showing the aftermath of the abnormal event (the crash), so it's abnormal. Wait, no—wait, the video is a news report on the crash. The crash is the abnormal event, so the video is showing the abnormal event (the crash) and the aftermath. So the video is abnormal. Wait, but maybe I'm wrong. Let's check again. The video starts with the wrecked car (abnormal event), then shows the police officer speaking (which is normal). So the video is showing the abnormal event (the crash) and the aftermath. So the video is abnormal. Wait, but the task says: "Mark it as abnormal only if an abnormal behavior or event is directly shown in the video." So the crash is abnormal, so the video is abnormal. Therefore, the answer is abnormal. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/507_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 incident (drowning), then shows the rescue, and the aftermath. But wait, the question is whether it's abnormal or normal. Wait, the task says: if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, mark as normal. If it shows both, but here the video has the incident (the drowning) and the rescue, which is part of the aftermath. Wait, no—wait, the video includes the incident (the drowning) and the rescue. But the problem is: is the video showing the abnormal event (the drowning) or just the aftermath? Wait, the video starts with the incident (the person falling into the river, then the rescue). So the video shows the incident (the drowning) and the rescue. But the task says: "abnormal only if an abnormal behavior or event is directly shown". Wait, the incident is abnormal (drowning), but the video is about the incident and its aftermath. Wait, no—wait, the video is reporting on the incident. Let me check the content. The video has text like "THE INCIDENT HAPPENED ON THURSDAY EVENING LAST WEEK", "A RESCUE TEAM WAS RUSHED...", "HIS BODY WAS FISHED OUT...". So it's a news report about an incident that happened, the rescue, and the aftermath. Since it's a news report about an event that occurred, and the video is showing the event (the incident) and its consequences, but the task says: "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." Wait, the video shows the incident (the drowning) and the rescue. So it's not just the aftermath (because there's the cause/lead-up: the incident happening), but the video is showing the incident itself. Wait, no—wait, the video is a news report about the incident. So the video is normal because it's reporting on the event, which is abnormal (the drowning), but the video is showing the event and its aftermath. Wait, no—the task says: "abnormal only if an abnormal behavior or event is directly shown in the video". So if the video shows an abnormal event (like the drowning), then it's abnormal. But the video is about the incident, so the event is abnormal. Wait, but the video is a news report, so it's normal. Wait, no—wait, the task is to decide if the video is abnormal or normal. The video shows the incident (the drowning) and the rescue. So the video is showing the abnormal event (the drowning) and the aftermath. But according to the task: "abnormal only if an abnormal behavior or event is directly shown in the video". So the video does show the abnormal event (the drowning), so it's abnormal. Wait, but maybe I'm misunderstanding. Wait, the video is a news report about an incident. The incident is abnormal (drowning), so the video is showing the abnormal event. Therefore, it's abnormal. </think> abnormal

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1397_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 doesn't show any abnormal behavior like a sudden event that's not related to the topic. It's presenting facts and data about deforestation and climate change, which is normal for educational or documentary content. So it should be marked as normal. </think> <answer>normal</answer>

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/612_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 it's normal. </think> <answer>normal</answer>

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1807_00000038.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 wait, the task says to mark as abnormal if an abnormal behavior is directly shown. The video shows people fighting, pushing, and law enforcement responding. That's definitely abnormal because it's not typical courtroom proceedings; it's a violent incident. So the answer should be abnormal. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/869_00000062.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 collisions that seem abnormal. Wait, maybe the white car is moving, but all cars are just going through. Wait, the problem says to mark as abnormal only if an abnormal behavior is directly shown. If it's just normal traffic, then it's normal. Let's see: the video shows cars driving normally through an intersection. No weird actions, no accidents, just regular traffic. So it's normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/5_00220027.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 typical in a scientific presentation about antibody handling. There's no abnormal behavior or event shown; it's just informative content. So the video is normal. </think> <answer>normal</answer>

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/286_00000410.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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, the video is just showing the natural process of ice melting and water flowing. So it's normal. Because glaciers do have meltwater streams, and this is a natural phenomenon. So the video is normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1124_00000016.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 scenes show people swimming, which seems normal. But wait, maybe the problem is that the pool is in a place where it's not supposed to be, but no—wait, the task is to see if it's abnormal. Wait, the video shows people swimming in a pool, which is normal. So the answer should be normal. </think> <answer>normal</answer>

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1147_00000021.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 scenes are emotional, like hugs, firefighters. The key is whether there's an abnormal event shown. The video seems to be a movie clip with normal scenes (hugs, firefighters, bakery). The text is narrative, not showing an abnormal event. So it's normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/681_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 check again. The video seems to show a normal street scene. There's no sudden event or abnormal behavior. The person walking is just moving, so it's normal. So mark as normal. </think> <answer>normal</answer>

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/91_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 INVESTIGATION". So this is a breaking news report about a fire at a school. The scenes show the fire happening, emergency response, and then the news anchor reporting. Since it's a news broadcast covering an event that happened (the fire), and the video shows the aftermath and the reporting, it's normal because it's presenting the event as part of the news coverage. There's no abnormal behavior here—just the typical news segment about a fire incident. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1679_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 is to check if there's an abnormal event. The underwater debris is normal for environmental reporting, the news studio is normal, the dispatch location is normal. But wait, the question is whether the video is abnormal or normal. Let's see: the video shows typical news segments, environmental issues, studio setup, and a marine vehicle. There's no unusual behavior. So it's normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/576_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 directly shown. Let me think. The video seems to be reporting on a problem where multiple businesses use the same license, which is a common issue in some regions. However, the question is whether the video is abnormal or normal. Since the video is showing the process of how these businesses operate, including the license transfer and the platform issues, but the main point is that it's a news report about a specific problem. Wait, no—wait, the task says to mark as abnormal only if an abnormal behavior is directly shown. If the video is just reporting on the situation without showing an abnormal event, then it's normal. Wait, but maybe there's something wrong. Wait, the video includes scenes like "四五家都用一个执照" (four or five businesses using one license), which is a common issue, but is that abnormal? No, because it's a problem that exists. Wait, no—the task says: "abnormal only if an abnormal behavior or event is directly shown". So if the video shows an event that's not normal, like someone doing something illegal, but here it's about a business practice. Wait, maybe the video is normal because it's a news report about a typical issue. Wait, no, the problem is that the video might be showing the aftermath of an abnormal event. Wait, no. Let me re-read the instructions. The user says: "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." So, if the video shows the cause or lead-up (like explaining why a problem exists), then it's normal. If it shows an abnormal event (like someone doing something wrong), then abnormal. But in this case, the video is a news report about a business license issue. It shows the license transfer, the platform issues, etc. But is there an abnormal event? Let's check the scenes. For example, the segment where they show the license being transferred, and the person saying "四五家都用一个执照" (four or five businesses using one license). That's a common problem, but is it abnormal? No, because it's a reported issue. Wait, but the task is to see if the video is abnormal. Wait, maybe the video is normal because it's just reporting on a situation that's happening, not showing an abnormal event. Wait, but the problem is that the video might be showing the problem as normal. Wait, no. Wait, the key is: if the video shows only the aftermath of an abnormal event or only the cause/lead-up, then normal. If it shows an abnormal event (like someone doing something wrong), then abnormal. Wait, in this video, there's no direct abnormal event. It's a news report about a business license issue. So the video is normal. Because it's showing the cause and effect, but not an abnormal event. Wait, but maybe the video is normal. Let me think again. The video is a news segment about how some businesses are using the same license, which is a problem. So the video is normal because it's reporting on a situation that's happening, not showing an abnormal event. Therefore, the answer is normal. </think> <answer>normal</answer>

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/304_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 key here is to check if there's any abnormal behavior. The scenes are typical of a hospital: people waiting, staff interacting. There's no unusual activity like violence, accidents, or strange events. The context is about pandemic data, which is normal for a news report. So the video is normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/302_normal.mp4", "nframes": 23, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 the aftermath or cause/lead-up. Since the video is showing the pollution and its impact, which is a result of human activity (using plastic films), but the video itself isn't showing an abnormal event (like someone doing something wrong). Wait, the question is whether the video is abnormal or normal. The video is about environmental issues, showing the plastic waste. The key is: if it's showing the aftermath of an abnormal event, mark abnormal. If it's just the cause/lead-up or aftermath, mark normal. Here, the video shows the plastic waste (aftermath of using plastic films), so it's the aftermath. But wait, the task says "abnormal only if an abnormal behavior or event is directly shown". The video doesn't show an abnormal event (like a crime or accident), it's just showing the pollution. So the video is normal because it's presenting the issue, which is a common environmental problem. Wait, no—wait, the video is showing the plastic waste, which is a problem. But the task says: if it shows only the aftermath of an abnormal event or only the cause/lead-up, mark normal. If it shows an abnormal event (like someone doing something wrong), mark abnormal. Here, the video is showing the plastic waste, which is a result of human activity (using plastic films), so it's not an abnormal event. Wait, maybe I'm misunderstanding. Let's check the definition again. The video is about plastic pollution in a greenhouse. The scenes are of the plastic waste around the greenhouse. The text explains the problem. So the video is normal because it's showing the problem (aftermath of using plastic films), which is a common environmental issue. So the answer should be normal. </think> <answer>normal</answer>

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1099_00000113.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 being hooked on the stick) and "翻身特别利落！！！" (the flip is very smooth!!!). First, check if there's any abnormal behavior. The caterpillar is being handled by a person, but the actions seem normal—like moving it, hitting it, etc. There's no indication of danger or unusual events. The video is about observing and interacting with the caterpillar, which is a common activity. The text is playful, so it's part of the content. Wait, the task says to mark as abnormal only if an abnormal behavior is directly shown. Here, the actions are typical: handling a caterpillar, maybe trying to move it. So it's normal. </think> <answer>normal</answer>

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/413_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 abnormal. The scenes are typical of a documentary showing different aspects of a crisis, so they're normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/1082_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 procedures. So it's normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1845_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 diseases. There's no abnormal behavior here; it's just a person explaining the symptoms of rice diseases. So the video is normal. </think> <answer>normal</answer>

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/411_00110125.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 video. But the question is whether the video is abnormal or normal. Wait, the task says: mark as abnormal if an abnormal behavior/event is directly shown. If only aftermath or lead-up, mark normal. Looking at the scenes: the first part shows a person in a hoodie in a living room (maybe a crime scene), then outdoor scenes of two people (maybe suspects), then a car show (not related), then back to living room. But wait, the video might be a compilation of different segments. However, the main issue is whether the video itself has an abnormal event. Wait, the problem is to determine if the video is abnormal. Let's think: the video includes scenes that might be part of a crime investigation, but the question is about the video's content. Wait, no—wait, the user's instruction is to decide if the video is abnormal. Wait, maybe the video is a normal sequence of events, but let's check. Wait, the video starts with a living room, then cuts to two people outside (maybe suspects), then a car show, then back to living room. But the "Law & Crime" logo suggests it's a legal or crime-related video. However, the task is to see if the video shows an abnormal behavior. Wait, maybe the video is normal because it's just showing different scenes, but no—wait, the problem is to mark as abnormal if an abnormal event is directly shown. If it's just a normal sequence (like a crime show with different scenes), then it's normal. Wait, but the video might have elements that are abnormal. Wait, no—wait, the user's example: if the video shows only aftermath or lead-up, mark normal. If it has an abnormal event, mark abnormal. Wait, let's look at the scenes: - First scene: living room with a person in hoodie (maybe a suspect). - Then outdoor scene with two people (maybe suspects). - Then car show (not related to crime). - Then back to living room with people moving. But the key is whether there's an abnormal event. Wait, maybe the video is a normal compilation of crime-related content. But the task is to check if the video is abnormal. Wait, the problem says: "Mark it as abnormal only if an abnormal behavior or event is directly shown in the video." Wait, maybe the video is normal because it's just showing different parts of a crime story. But no—wait, the video might have an abnormal event. Wait, no, the video seems to be a sequence of clips from a crime show. Wait, but the user's instruction is to output "abnormal" or "normal". Let's think again. Wait, the video starts with a living room, then cuts to two people outdoors (maybe suspects), then a car show (not relevant), then back to living room. But the "Law & Crime" logo is present throughout, so it's a crime network video. But the question is whether the video is abnormal. Wait, maybe the video is normal because it's just showing different scenes. Wait, no—wait, the problem is to determine if the video contains an abnormal event. If the video shows only the aftermath of an abnormal event or only the cause/lead-up, then it's normal. If it shows an abnormal behavior directly, then abnormal. Wait, the video has a person in a hoodie in the living room (maybe a suspect), then two people outdoors (maybe suspects), then a car show (not related). But the key is whether the video is showing an abnormal event. Wait, maybe the video is normal because it's a compilation of different scenes. Wait, but the user's instruction is to output "abnormal" or "normal". Wait, let's check the possible scenarios. The video might be a normal sequence of events, like a crime investigation show. But the problem is to see if the video is abnormal. Wait, maybe the video is normal because it's just showing different parts of a crime story. Wait, no—wait, the problem says: "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." Wait, the video has multiple scenes: living room (possible crime scene), outdoor (suspects), car show (not related). But the key is whether the video is showing an abnormal event. Wait, maybe the video is normal because it's just a series of clips. Wait, but the user's example: if the video is a normal sequence, then normal. If it's abnormal, then abnormal. Wait, I think the video is normal. Because it's a compilation of different scenes, not showing an abnormal event. Wait, but maybe the video is abnormal because it's a crime show. Wait, no—wait, the problem is to determine if the video is abnormal. Let's think: the video shows a person in a hoodie (maybe a suspect), then two people outdoors (suspects), then a car show (not related), then back to living room. But the key is whether there's an abnormal event. Since the video is a compilation of different scenes, it's normal. Wait, but the problem says: "Mark it as abnormal only if an abnormal behavior or event is directly shown in the video." Wait, maybe the video is normal. Because it's just showing different parts of a crime story. So the answer is normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1594_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 to depict normal daily activities related to living with cystic fibrosis—like using medical devices, talking, etc. Wait, but the question is about whether the video is abnormal or normal. The video shows the person's routine, so it's normal. Wait, no—wait, the user says: if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, mark as normal. Otherwise, abnormal. But here, the video shows everyday life with cystic fibrosis, which is a normal part of life for someone with that condition. So the video is normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/295_00100210.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 about a family's viral video, which is a normal news story, not an abnormal event. So the video is normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/normal_video/1795_normal.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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, and then the news anchor reporting. Since it's showing the event and its aftermath, which is normal for a news report about a tragic event. Wait, but the task is to mark as abnormal or normal. If the video shows the event itself (the fire) and the aftermath, that's normal because news reports cover such events. Wait, no—wait, the problem says: if the video shows only the aftermath of an abnormal event or only the cause/lead-up before it happens, mark as normal. But here, the video has the event (fire) and the aftermath (collapsed structure), so it's showing both the event and the aftermath. Wait, but the key is whether it's abnormal. Wait, the video is a news segment about a wedding fire. The normal thing is that news reports cover such events. So the video is normal because it's presenting the event and its aftermath as part of a news report. Wait, but the question is whether the video is abnormal. Wait, the video shows the wedding fire (abnormal event) and the aftermath. So the video is normal because it's reporting on the event. Wait, no—wait, the task says: "Mark it as abnormal only if an abnormal behavior or event is directly shown in the video." So if the video shows an abnormal event (like a fire at a wedding), then it's abnormal. But wait, the video is a news report about the event. Wait, the video itself is the news report. Wait, the video starts with the wedding fire scene, then the aftermath, then the news anchor. So the video is showing the event (wedding fire) and the aftermath. So the event is abnormal (a fire at a wedding), so the video is showing an abnormal event. Wait, but the task says: "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." So here, the video shows the aftermath (the collapsed structure) and the cause (the fire). Wait, no—the video starts with the fire, then the aftermath. So the video is showing the event (fire) and the aftermath. So it's not just the aftermath or just the cause. So it's normal? Wait, no. Wait, the video is a news segment. The normal thing is that news reports cover such events. So the video is normal because it's presenting the event as part of a news report. Wait, but the problem is to decide if the video is abnormal or normal. Let's think again. The video shows a wedding fire (abnormal event) and the aftermath. So the video is showing the event. But the task says: "abnormal only if an abnormal behavior or event is directly shown in the video." So the wedding fire is an abnormal event. So the video is showing an abnormal event. Wait, but the video is a news report. Wait, no—wait, the video is the news report. So the video is normal because it's reporting on the event. Wait, maybe I'm confused. Wait, the task is to check if the video is abnormal. If the video shows an abnormal event (like a fire at a wedding), then it's abnormal. But the video is a news segment. Wait, the video is showing the event (the fire) and the aftermath. So the video is normal because it's reporting on the event. Wait, no. Wait, the problem says: "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." So if the video is only the aftermath, it's normal. If it's only the cause, it's normal. If it's both, it's abnormal? Wait, no. Wait, the task is to mark as abnormal if an abnormal behavior or event is directly shown. So if the video shows the wedding fire (which is abnormal), then it's abnormal. Wait, but the video is a news report. Wait, the video is the news report. So the video is normal because it's reporting on the event. Wait, maybe I need to see if the video is showing the event itself. The video starts with the fire, so it's showing the event. So the video is abnormal because it's showing an abnormal event. Wait, but the task says: "abnormal only if an abnormal behavior or event is directly shown in the video." So the wedding fire is an abnormal event. Therefore, the video is abnormal. </think> abnormal

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1767_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 shown. The video depicts a protest that leads to violence, including burning cars and clashes with police. But wait, the task says to mark as abnormal only if an abnormal behavior or event is directly shown. The video shows the aftermath of a violent incident (like the burning cars, police clashes) but also the protest itself. However, the main point is whether the video is showing an abnormal event. Wait, the video is about a protest that turned into violence. So the events are abnormal because they involve violence. But the question is whether the video is abnormal. Wait, the user's instruction: "Mark it as abnormal only if an abnormal behavior or event is directly shown in the video." So if the video shows something that's not normal, like violent protests, then it's abnormal. Let's check the content. The video shows people protesting, then police using force, burning cars, etc. These are abnormal events. So the answer should be abnormal. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1892_00000231.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 situation. Wait, but the video is about the fog and the PM2.5 level. The key is whether there's an abnormal event. The video shows the fog (which is a natural phenomenon) and the PM2.5 monitor reading. Since the fog is a common weather condition, and the PM2.5 is just a measurement, it's not abnormal. So the video is normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1102_00000030.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 Robbing Jewelry Store". So the video is about a robbery that was recorded. Now, is this abnormal? Well, the video is showing the actual event of a robbery, which is an abnormal event. But wait, the task says to mark as abnormal if an abnormal behavior is directly shown. The robbery itself is abnormal. So the video is showing an abnormal event (the robbery). Therefore, it's abnormal. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1501_00000025.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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. Wait, the video is a recounting of the event, but the question is whether the video is abnormal or normal. Wait, the task says: mark as abnormal only if an abnormal behavior or event is directly shown. If it's only aftermath or cause/lead-up, mark as normal. Wait, the video starts with "So if you weren't afraid of elevators before, you should probably" which is a normal intro. Then shows the person in the elevator, the accident, emergency response, etc. But the main point is that the video is a documentary-style recounting of the event. However, the problem is whether the video itself is abnormal. Wait, no—the task is to determine if the video is abnormal (if it shows an abnormal event) or normal (if it's just the aftermath or lead-up). Wait, the video shows the entire sequence: the incident, the aftermath, the investigation. But the question is about whether the video is abnormal. Wait, maybe I'm misunderstanding. Wait, the video is about the event, so it's normal because it's a factual recounting. Wait, no—wait, the video is showing the actual event, so it's normal? Wait, no. Wait, the task says: "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." Wait, the video shows the accident (abnormal event), so it's abnormal. Wait, but the video is a recounting of the event, so it's showing the abnormal event. So the answer would be abnormal. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/167_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 object at the painting. That's not normal behavior. So the video is abnormal. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1979_00180045.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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. The scenes are typical movie clips: restaurant, conversation, title cards. The sequence of events is standard for a film ending with credits and awards. There's no weird action or abnormal event happening. So it's normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1577_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 event. But the question is whether the video is abnormal or normal. The video shows the crash (windshield shattering), which is an abnormal event. So we need to mark it as abnormal. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/1292_00000014.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 the aftermath of the attack, but the main content is the police investigation. Wait, no—wait, the problem says to mark as abnormal if an abnormal behavior is directly shown. But in this case, the video is a news report about a crime, so the events shown (like the person on the car, the interviews) are part of the normal news coverage. Wait, but the question is whether the video is abnormal or normal. Wait, the video is a news segment about a crime, so the events depicted are part of the normal reporting of a crime. So it's normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/2027_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 subway system with delays being discussed. So it's normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/143_00000130.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 task says: if the video shows only the aftermath or only the cause/lead-up, mark as normal. Wait, the video is showing the explosion itself, which is abnormal. Wait, no—wait, the problem says: "abnormal only if an abnormal behavior or event is directly shown". So the video is of an explosion, which is abnormal. So it's abnormal. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/712_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 the video is abnormal or normal. The video here is a movie clip from "American Heist" as per the poster. The scenes shown are typical of a movie clip—no abnormal events. So it's normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1278_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 is not allowed. Therefore, the event is abnormal. </think> <answer>abnormal</answer>

abnormal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/1418_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 behavior or event happening; it's just reporting on the risks of the drug. So it's normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/after_incident/218_after.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

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 entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>. <video>

[ "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 pandemic's initial spread. The video doesn't show any abnormal behavior but rather the events and information around the outbreak. Since it's depicting the lead-up and aftermath of an event (the outbreak), and there's no abnormal behavior shown, it should be marked as normal. </think> normal

normal

[]

false

0

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 abnormal event or only the cause/lead-up before it happens, you must mark it as normal. Your entire output must be written ONLY inside <answer> </answer> tags. Output exactly ONE word inside the tags: abnormal or normal. You must output only one of the following exactly, with no extra text or whitespace: <answer>abnormal</answer> or <answer>normal</answer>.\n\n\n", "video_url": null }, { "type": "video_url", "text": null, "video_url": { "url": "file:///hub_data3/seohyun/ecva/abnormal_video/312_00030025.mp4", "nframes": 48, "total_pixels": 50176 } }, { "type": "text", "text": "\n", "video_url": null } ] } ]

null

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

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

Datasets:

happy8825
/

ecva_zeroshot_thinking

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

Metrics

EVQA/ECVA Metrics

Run Summary