diff --git "a/data.jsonl" "b/data.jsonl"
--- "a/data.jsonl"
+++ "b/data.jsonl"
@@ -1,924 +1,924 @@
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/normal_video/1288_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/after_incident/866_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/abnormal_video/20_00000050.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/abnormal_video/837_01000144.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1668_00000016.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/after_incident/1595_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/normal_video/954_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/2027_00000101.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/1013_00010010.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/after_incident/1345_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/1727_00000030.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/abnormal_video/1621_00180021.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/abnormal_video/272_00000103.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/abnormal_video/732_00150020.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/abnormal_video/922_00000124.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any unsafe or abnormal situation actively unfolding in this clip? If yes, briefly describe it."}], "videos": ["ecva/normal_video/927_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/849_00060036.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/1132_00000041.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/abnormal_video/1731_00001516.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/normal_video/972_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/after_incident/967_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/after_incident/1559_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/normal_video/735_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/after_incident/543_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/after_incident/2065_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/normal_video/739_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/60_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/normal_video/870_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/normal_video/410_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/after_incident/507_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/after_incident/1397_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1756_00000115.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/827_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/after_incident/809_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/normal_video/693_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/5_00220027.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/869_00000062.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/612_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/abnormal_video/1807_00000038.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/1124_00000016.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/after_incident/304_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/abnormal_video/286_00000410.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1147_00000021.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/1679_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any unsafe or abnormal situation actively unfolding in this clip? If yes, briefly describe it."}], "videos": ["ecva/after_incident/681_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/after_incident/91_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/1594_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/abnormal_video/1099_00000113.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/normal_video/576_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/normal_video/302_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/after_incident/413_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/after_incident/1767_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/after_incident/1845_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any unsafe or abnormal situation actively unfolding in this clip? If yes, briefly describe it."}], "videos": ["ecva/normal_video/1082_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/411_00110125.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/abnormal_video/295_00100210.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/after_incident/167_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/normal_video/1795_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/1892_00000231.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/abnormal_video/1102_00000030.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/1501_00000025.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/after_incident/1577_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1979_00180045.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/after_incident/2027_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/abnormal_video/1292_00000014.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/abnormal_video/143_00000130.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/712_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/after_incident/1278_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/after_incident/1418_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/520_00310202.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/after_incident/218_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/abnormal_video/312_00030025.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/abnormal_video/1584_00120019.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/abnormal_video/1639_00510108.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/normal_video/1663_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/normal_video/697_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/normal_video/2059_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/after_incident/519_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/abnormal_video/403_00540119.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/1288_00320131.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/abnormal_video/1253_00020124.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/abnormal_video/1688_00110055.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/normal_video/523_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/222_00230124.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/480_00250050.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/234_00330144.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/422_01400332.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/after_incident/1783_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/340_04500550.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/after_incident/786_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/after_incident/585_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/after_incident/810_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/normal_video/973_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/normal_video/707_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/267_00100156.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/498_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/normal_video/616_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/791_00040016.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/normal_video/1688_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/after_incident/794_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/after_incident/1090_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/577_00000247.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1074_00330040.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/abnormal_video/1172_00000011.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/after_incident/96_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1443_00000009.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1793_00200038.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/abnormal_video/692_00140028.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/210_00100220.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/abnormal_video/1583_00000133.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/1953_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/after_incident/287_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/2103_00000017.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/normal_video/1344_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/normal_video/643_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/abnormal_video/774_01380203.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1081_00170027.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/1849_00000035.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1940_00270032.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/after_incident/1341_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/842_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/894_00000042.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/2003_00000038.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/normal_video/411_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/abnormal_video/522_00460222.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1683_00000046.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/normal_video/1953_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/602_00000050.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/abnormal_video/1372_00000154.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/2026_00000027.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/14_00040035.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/350_04500550.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/1307_00000958.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/516_00010053.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/normal_video/360_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/abnormal_video/2076_00100035.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/abnormal_video/1622_00000008.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/257_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/after_incident/211_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/after_incident/532_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/normal_video/947_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/abnormal_video/137_00000020.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/abnormal_video/957_00010020.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/normal_video/341_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/493_00010051.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/104_00400150.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/1805_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/abnormal_video/2070_00000058.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/normal_video/1739_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/1948_00000108.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/after_incident/14_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/1669_00530116.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/1706_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/2066_00590125.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/normal_video/692_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/after_incident/912_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/1574_00030030.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/865_00000072.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/after_incident/983_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/after_incident/680_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/94_00230054.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/538_00300212.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/after_incident/478_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/after_incident/652_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/899_00000047.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/1465_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/after_incident/61_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/abnormal_video/1312_00000054.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/after_incident/1710_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/708_00030019.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/abnormal_video/479_01020119.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/normal_video/900_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/abnormal_video/738_02050410.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/740_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/abnormal_video/927_00260105.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/703_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/abnormal_video/872_00000054.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/after_incident/72_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any unsafe or abnormal situation actively unfolding in this clip? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/1090_00000011.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/abnormal_video/182_00050125.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/540_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/893_00100027.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/51_01440148.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/535_00010015.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/after_incident/1664_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/abnormal_video/613_00000151.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/after_incident/232_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/after_incident/253_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/877_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/abnormal_video/1555_00000018.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/1199_00000014.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/2074_00000039.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/abnormal_video/1334_01170248.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/399_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/abnormal_video/820_00110103.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/after_incident/134_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/normal_video/305_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/915_00090036.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/1779_00000130.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/744_02560309.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/after_incident/522_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/after_incident/346_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/normal_video/935_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/1278_00000224.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/abnormal_video/163_00050125.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/after_incident/1372_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/abnormal_video/876_00000078.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/abnormal_video/15_00310036.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/abnormal_video/633_00000852.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/abnormal_video/747_00080018.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/normal_video/407_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/433_00210051.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/abnormal_video/1894_00000050.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/after_incident/47_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/normal_video/1368_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/470_00030019.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/after_incident/674_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/normal_video/488_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/abnormal_video/723_00000021.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/after_incident/837_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/normal_video/458_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/normal_video/1719_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/normal_video/593_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/1086_01310137.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/abnormal_video/1176_00000014.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/abnormal_video/241_03021006.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/1614_00000008.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/2030_00020035.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/abnormal_video/621_00000100.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/after_incident/1596_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/normal_video/431_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/normal_video/851_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/normal_video/57_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/after_incident/351_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/after_incident/86_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/444_00250045.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/32_00040035.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/1512_00001044.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/normal_video/473_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/normal_video/648_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/874_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/after_incident/640_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/1506_00180036.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/84_00230041.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/abnormal_video/285_00020430.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/after_incident/1146_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/after_incident/338_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/normal_video/393_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/normal_video/359_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/abnormal_video/253_02130324.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1160_00000024.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/normal_video/417_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/1352_00210024.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/1837_00000054.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/after_incident/1588_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/abnormal_video/1691_00030042.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/after_incident/976_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/463_00100057.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/after_incident/845_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/1998_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/764_00020021.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/abnormal_video/300_00000100.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/after_incident/377_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/normal_video/1798_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/after_incident/683_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1206_00000023.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/abnormal_video/762_00100018.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/775_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/normal_video/369_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/after_incident/2028_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/abnormal_video/30_00000015.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/normal_video/529_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/normal_video/242_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/after_incident/798_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/1254_00580214.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/normal_video/379_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/abnormal_video/918_00000109.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/abnormal_video/1005_00090015.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/after_incident/728_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/abnormal_video/47_00360042.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/abnormal_video/321_00060016.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/1795_00240027.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/after_incident/207_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/abnormal_video/1323_00000009.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/abnormal_video/127_00100150.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/1790_00000054.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/normal_video/373_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/107_00300120.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/1001_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/abnormal_video/98_02090232.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/after_incident/1793_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/842_01110118.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/after_incident/621_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/280_01160426.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any unsafe or abnormal situation actively unfolding in this clip? If yes, briefly describe it."}], "videos": ["ecva/normal_video/1821_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/abnormal_video/543_00140114.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/1082_00410234.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/424_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/abnormal_video/1153_00000025.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/normal_video/208_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/abnormal_video/1189_00000010.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1543_00000306.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/1704_00000049.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/after_incident/1815_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/after_incident/2014_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/normal_video/203_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/1750_00000302.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/142_00050230.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/abnormal_video/1319_00000035.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/abnormal_video/444_00490055.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/995_00010052.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/abnormal_video/1659_00190059.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/normal_video/395_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/after_incident/1389_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/normal_video/1286_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/normal_video/257_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/2130_00000012.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/abnormal_video/400_00190021.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1342_00000013.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/abnormal_video/258_00000156.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/664_03220358.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/normal_video/48_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/abnormal_video/666_02470313.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/normal_video/387_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/1406_00000017.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/after_incident/1981_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/after_incident/2166_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/abnormal_video/1289_00000105.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/1598_00550112.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/abnormal_video/665_00000005.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/abnormal_video/56_00100026.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/abnormal_video/1058_00080028.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/abnormal_video/2065_01300135.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/333_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/177_00050135.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/after_incident/256_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/abnormal_video/2118_00000008.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/after_incident/1644_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/abnormal_video/1040_00080015.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/after_incident/1048_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1190_00000010.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/normal_video/518_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/normal_video/651_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/after_incident/1492_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1872_00000342.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/abnormal_video/2100_00000009.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/normal_video/1565_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/after_incident/453_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/abnormal_video/766_00070013.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/388_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/abnormal_video/759_00110021.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any unsafe or abnormal situation actively unfolding in this clip? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/1834_00000209.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/normal_video/1355_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/857_00000032.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/888_00000071.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there any unsafe or abnormal situation actively unfolding in this clip? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/1_00230031.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1039_00030107.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/471_01120116.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/155_00100045.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/abnormal_video/409_00460107.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/1625_00030012.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/647_01160145.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/normal_video/280_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/after_incident/966_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/612_02200239.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/787_00250035.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/after_incident/1927_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1498_00001322.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/after_incident/1094_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/normal_video/336_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/after_incident/2023_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any unsafe or abnormal situation actively unfolding in this clip? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/486_01320152.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/abnormal_video/154_00050120.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/normal_video/1122_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/normal_video/221_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/normal_video/362_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/normal_video/1832_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/abnormal_video/28_00000051.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/normal_video/271_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/abnormal_video/1648_00460058.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1620_00000008.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/abnormal_video/1626_00000008.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/1345_00120111.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/abnormal_video/1247_00000016.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/after_incident/1371_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/after_incident/828_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/after_incident/1368_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/abnormal_video/1425_00000357.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/1156_00000019.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/61_00320050.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/280_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/after_incident/757_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/abnormal_video/1459_00000202.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/11_00030015.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/after_incident/226_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/abnormal_video/1915_00000304.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/abnormal_video/302_00120025.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/after_incident/2015_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/after_incident/706_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/after_incident/1668_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any unsafe or abnormal situation actively unfolding in this clip? If yes, briefly describe it."}], "videos": ["ecva/after_incident/1105_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/after_incident/497_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1601_00270038.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/abnormal_video/1261_00000038.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/abnormal_video/1316_00000611.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/abnormal_video/1989_00000140.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1464_00000034.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/normal_video/1503_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/after_incident/1019_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/after_incident/1944_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/abnormal_video/1120_00000019.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/normal_video/2066_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/1021_00020030.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/59_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/954_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/1534_00000025.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/656_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/905_00030038.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/normal_video/543_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/813_00000008.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/886_00330054.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/224_01400421.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/after_incident/869_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/abnormal_video/354_00350045.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/after_incident/567_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/after_incident/867_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/717_00090020.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/223_43365633.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/757_00020020.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/after_incident/437_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/after_incident/661_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/abnormal_video/657_07120836.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/abnormal_video/1255_00000129.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1540_00000207.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/after_incident/1755_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/abnormal_video/1182_00000014.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1522_00000030.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/abnormal_video/924_00180105.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/58_00130033.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/after_incident/162_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/after_incident/1817_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/normal_video/1479_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/after_incident/533_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/732_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/after_incident/1802_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/abnormal_video/1269_00160118.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/after_incident/1886_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/1644_00390053.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/802_00180027.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/after_incident/159_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/normal_video/356_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/normal_video/1986_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/797_00150039.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/1901_00000036.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/after_incident/987_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/after_incident/343_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/normal_video/234_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/after_incident/1636_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/abnormal_video/1059_00010011.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/normal_video/47_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/after_incident/955_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/abnormal_video/691_00000012.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/abnormal_video/1490_00000058.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/abnormal_video/2079_00000046.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/after_incident/1740_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/267_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/after_incident/2154_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/164_00050105.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/532_00070123.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/292_00070423.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1588_00270410.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1462_00000012.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/1910_00001122.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/abnormal_video/1786_00040349.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/2045_00000007.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/1244_00000031.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/after_incident/1003_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/520_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/after_incident/1975_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/after_incident/2083_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/1465_00000215.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/abnormal_video/230_11321202.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/after_incident/1572_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/after_incident/984_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/after_incident/518_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/after_incident/1062_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/2142_00000008.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/abnormal_video/1633_00000007.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/after_incident/650_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/abnormal_video/412_00030005.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1527_00001212.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/2124_00000007.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/after_incident/792_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/normal_video/212_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/1103_00000026.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/896_00000069.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/658_08020956.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/736_00150031.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/1262_01300135.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/abnormal_video/1476_00000011.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1776_00000210.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/normal_video/282_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/after_incident/393_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/after_incident/51_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/804_00000038.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/after_incident/1943_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/abnormal_video/772_00260045.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/normal_video/986_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/abnormal_video/808_00080015.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/after_incident/2056_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/658_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/abnormal_video/1812_00000016.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/443_00070011.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/after_incident/651_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/abnormal_video/1851_00000940.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/1505_00000014.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/after_incident/467_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/abnormal_video/276_00130056.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/normal_video/951_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/normal_video/260_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/1893_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/403_02210239.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/after_incident/2044_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1902_00000105.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/625_00000048.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/normal_video/2052_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/after_incident/222_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/normal_video/222_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/abnormal_video/1057_00000032.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/abnormal_video/12_00000030.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/normal_video/1827_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/abnormal_video/1368_00220108.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/normal_video/568_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/normal_video/333_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/after_incident/1771_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there any unsafe or abnormal situation actively unfolding in this clip? If yes, briefly describe it."}], "videos": ["ecva/after_incident/2080_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/normal_video/1492_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/2165_00000037.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/2078_00000026.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/528_00010055.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/normal_video/1816_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/normal_video/687_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/1601_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/after_incident/398_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/after_incident/122_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/799_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/749_00420050.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/abnormal_video/631_00000117.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/2013_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/after_incident/99_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/243_04511222.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/229_02200333.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/abnormal_video/1716_00000204.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/abnormal_video/279_00000059.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/normal_video/1664_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/normal_video/104_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/after_incident/1958_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/normal_video/820_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/873_00100134.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/abnormal_video/1741_00000204.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/abnormal_video/2077_00000026.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/after_incident/147_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/normal_video/744_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/after_incident/807_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/abnormal_video/1265_00000134.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there any unsafe or abnormal situation actively unfolding in this clip? If yes, briefly describe it."}], "videos": ["ecva/normal_video/856_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/abnormal_video/1619_00000008.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/abnormal_video/115_00050050.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/normal_video/385_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/after_incident/97_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/989_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/806_00030018.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/abnormal_video/466_01370203.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/after_incident/971_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/abnormal_video/1602_00310057.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/abnormal_video/835_00070024.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1442_00000034.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/normal_video/895_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/after_incident/1502_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/465_01470230.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any unsafe or abnormal situation actively unfolding in this clip? If yes, briefly describe it."}], "videos": ["ecva/after_incident/454_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1019_00030010.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/abnormal_video/1031_00280059.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/normal_video/340_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/normal_video/278_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/abnormal_video/125_00050030.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/normal_video/308_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/after_incident/793_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/abnormal_video/149_01450200.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/normal_video/2062_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/normal_video/357_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/1436_00000010.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/18_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there any unsafe or abnormal situation actively unfolding in this clip? If yes, briefly describe it."}], "videos": ["ecva/normal_video/1048_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/after_incident/265_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/abnormal_video/2085_00000024.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/normal_video/1652_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/after_incident/565_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/82_00010041.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/259_02130324.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/404_00120040.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/normal_video/266_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/1740_00000006.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/abnormal_video/1638_00300130.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1492_00170050.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/abnormal_video/1017_00150033.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/normal_video/847_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/abnormal_video/1290_00350120.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/normal_video/255_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/1897_00000042.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/abnormal_video/662_00280132.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/normal_video/469_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/829_00360042.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/abnormal_video/1053_00000044.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any unsafe or abnormal situation actively unfolding in this clip? If yes, briefly describe it."}], "videos": ["ecva/after_incident/1766_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/abnormal_video/736_00000010.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/normal_video/729_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/705_00100020.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/96_00000036.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/693_00420059.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/after_incident/1317_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/after_incident/106_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/850_00020406.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/1896_00000156.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/after_incident/1720_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there any unsafe or abnormal situation actively unfolding in this clip? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/289_00140206.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/abnormal_video/652_01480220.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/normal_video/290_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/normal_video/684_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1685_00000055.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/normal_video/377_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/after_incident/880_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/abnormal_video/748_00030005.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1296_00000025.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/741_01250133.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/normal_video/392_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/abnormal_video/675_02400305.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/abnormal_video/1785_00060138.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/235_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/after_incident/1926_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/1546_00000004.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/abnormal_video/852_00000046.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/abnormal_video/408_04470505.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/198_00100300.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/after_incident/968_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1306_00000138.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/1100_00050039.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/after_incident/1126_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/62_00120020.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/normal_video/866_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/after_incident/1929_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/1942_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/abnormal_video/1514_00000041.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/after_incident/928_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/1806_00000029.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/1853_00000129.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/normal_video/737_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1488_00270120.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/after_incident/580_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/abnormal_video/88_00010019.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/495_00010129.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/174_00050140.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/after_incident/1277_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/after_incident/553_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/1621_00000017.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any unsafe or abnormal situation actively unfolding in this clip? If yes, briefly describe it."}], "videos": ["ecva/normal_video/741_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/abnormal_video/1912_00000112.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/normal_video/298_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/after_incident/2052_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/abnormal_video/1058_00590104.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/after_incident/868_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/1950_00590122.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/after_incident/301_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/normal_video/1351_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/abnormal_video/635_00000249.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/1840_00000840.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there any unsafe or abnormal situation actively unfolding in this clip? If yes, briefly describe it."}], "videos": ["ecva/after_incident/526_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/after_incident/705_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/after_incident/327_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/1054_00000044.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/204_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/43_00240040.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/after_incident/299_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/normal_video/112_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/after_incident/238_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/after_incident/670_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/abnormal_video/108_00050130.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/normal_video/958_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/after_incident/1580_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/normal_video/507_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/500_00040116.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1169_00000010.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/normal_video/422_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/abnormal_video/1023_00200040.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/2023_00000026.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1164_00000022.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/abnormal_video/2151_00000114.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/920_00000119.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1014_00010054.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/after_incident/1431_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/after_incident/1650_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1598_01230148.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/abnormal_video/841_00240050.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/after_incident/495_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/after_incident/754_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/normal_video/1404_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/after_incident/1590_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/after_incident/27_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/1015_00010040.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/abnormal_video/981_00010035.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1173_00000011.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/after_incident/711_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/normal_video/686_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/after_incident/1648_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/after_incident/375_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/402_01580245.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/447_00200243.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/normal_video/875_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/abnormal_video/929_00000025.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/abnormal_video/1612_00000011.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/819_00050025.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/898_00230091.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/abnormal_video/761_00100018.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/after_incident/444_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/after_incident/741_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/normal_video/652_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1449_00160020.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1058_00380042.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/abnormal_video/1370_00000012.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/normal_video/1275_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/normal_video/1958_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/after_incident/469_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/after_incident/1592_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1186_00000013.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/979_00010103.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/normal_video/1941_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/after_incident/143_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/after_incident/1429_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/normal_video/1955_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1423_00000042.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/202_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/1724_00000038.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/normal_video/457_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/normal_video/274_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/1157_00000024.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/after_incident/449_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/65_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/after_incident/455_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/after_incident/1694_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/abnormal_video/508_00020109.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/1225_00000010.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/abnormal_video/1589_00000054.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/551_00050050.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/abnormal_video/2102_00000013.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/after_incident/1266_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/abnormal_video/1905_00000100.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/normal_video/1094_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/normal_video/924_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1708_00380046.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any unsafe or abnormal situation actively unfolding in this clip? If yes, briefly describe it."}], "videos": ["ecva/normal_video/565_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1594_00000142.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/2025_00340105.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/after_incident/709_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/abnormal_video/1275_00340058.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/normal_video/560_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/normal_video/238_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/after_incident/2033_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/901_00000057.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/after_incident/1979_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1052_00000003.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/2098_00000013.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/normal_video/230_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/after_incident/213_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/after_incident/206_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1118_00000051.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1659_01050109.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/normal_video/660_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/normal_video/914_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/366_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/abnormal_video/1145_00000057.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1923_00000226.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/after_incident/360_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/abnormal_video/1553_00000040.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/after_incident/171_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/after_incident/182_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1613_00000014.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/after_incident/274_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/abnormal_video/1242_00000019.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/462_00580131.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/after_incident/7_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/normal_video/380_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/abnormal_video/1127_00000014.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/435_01200331.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/normal_video/2020_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/after_incident/473_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/after_incident/1035_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/after_incident/795_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/abnormal_video/2140_00000017.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1001_00010004.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/988_00010003.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/abnormal_video/2159_00000102.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/683_02140335.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/normal_video/773_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/after_incident/458_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/after_incident/378_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/704_00240046.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/661_03000627.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/after_incident/812_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/1599_01180144.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/after_incident/643_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/abnormal_video/16_00050027.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/190_00000130.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/abnormal_video/465_00010016.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/152_00000020.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1499_00000142.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Any anomaly directly happening during the clip? If yes, identify it briefly."}], "videos": ["ecva/after_incident/464_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/after_incident/508_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/after_incident/1972_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/after_incident/510_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/1722_00000058.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/after_incident/415_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/after_incident/231_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/after_incident/1646_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/abnormal_video/540_00000022.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1198_00000011.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/after_incident/315_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/510_00010043.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/abnormal_video/1297_00000300.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1477_00000030.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/abnormal_video/1134_00000050.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/abnormal_video/555_00000019.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/after_incident/83_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/abnormal_video/906_00000107.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/after_incident/783_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/abnormal_video/770_00300101.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/abnormal_video/2041_00000016.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/after_incident/1406_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/after_incident/618_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/after_incident/986_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Do you see the abnormal activity itself unfolding in the video? If yes, summarize it."}], "videos": ["ecva/abnormal_video/2071_00090035.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/748_00150046.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1144_00100248.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/after_incident/678_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/abnormal_video/609_00000051.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/after_incident/1794_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/abnormal_video/1072_00220034.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/normal_video/928_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/abnormal_video/1531_00000019.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/normal_video/301_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/685_00150035.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/abnormal_video/1467_00000037.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/abnormal_video/176_00050130.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/97_00130033.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/913_00000045.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/abnormal_video/1404_00240110.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/after_incident/1751_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/878_00000076.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does this video actually show an abnormal incident happening on-screen? If yes, briefly describe what happens."}], "videos": ["ecva/abnormal_video/86_00050009.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/after_incident/1096_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/abnormal_video/689_01400547.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Anything unusual happening on-screen in this clip? If yes, briefly describe it."}], "videos": ["ecva/after_incident/616_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/abnormal_video/874_00000148.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/normal_video/1600_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/1637_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/normal_video/663_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/825_00150027.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/abnormal_video/1884_00000159.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Are any anomalies directly occurring in this clip? If yes, identify them briefly."}], "videos": ["ecva/normal_video/1811_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/after_incident/212_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the clip depict the unusual act or event itself occurring? If yes, identify it."}], "videos": ["ecva/abnormal_video/1813_00080016.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does the clip show any abnormal or risky behavior occurring in-frame? If yes, briefly identify it."}], "videos": ["ecva/after_incident/1044_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/1972_00220054.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/1281_00000959.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/55_00050015.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/1030_00100101.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/1385_00000107.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/after_incident/1376_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1761_00050131.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there an irregular action or incident occurring on-screen? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/1557_00000014.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/normal_video/233_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there any suspicious activity taking place on-screen in this video? If yes, briefly describe it."}], "videos": ["ecva/abnormal_video/197_00100350.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/after_incident/1993_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/1995_00580105.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/2139_00000013.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/abnormal_video/1398_00000015.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there any unsafe or abnormal situation actively unfolding in this clip? If yes, briefly describe it."}], "videos": ["ecva/after_incident/31_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Does this video show suspicious or abnormal behavior taking place on-screen? If yes, briefly explain."}], "videos": ["ecva/abnormal_video/219_00000158.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1992_00000329.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/normal_video/1732_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "<video>\n\nQuestion: Is there any irregular event actively occurring in this video? If yes, briefly say what it is."}], "videos": ["ecva/abnormal_video/287_00120043.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/abnormal_video/847_01000094.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/after_incident/561_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/abnormal_video/1805_00240027.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is everything in this clip typical, or do we see the abnormal activity itself occur? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/626_00000013.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/normal_video/661_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/1944_00040019.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/after_incident/713_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/after_incident/932_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there any unsafe or abnormal situation actively unfolding in this clip? If yes, briefly describe it."}], "videos": ["ecva/normal_video/1525_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/560_01240152.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is an incident or anomaly visibly happening in this clip? If yes, briefly summarize the incident."}], "videos": ["ecva/after_incident/516_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does anything abnormal occur during the clip? If yes, briefly identify the event."}], "videos": ["ecva/abnormal_video/932_00000104.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/1337_00000100.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/719_00000020.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is the clip normal, or is there a moment where an abnormal event happens on-screen? If so, briefly describe it."}], "videos": ["ecva/abnormal_video/1874_00050302.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/1682_00000040.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/abnormal_video/891_00000062.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is there any concerning activity occurring on-screen in this clip? If yes, briefly identify it."}], "videos": ["ecva/after_incident/74_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Does an abnormal event occur in this clip? If yes, briefly note what happens and where and when it occurs."}], "videos": ["ecva/abnormal_video/595_00140423.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does anything directly deviate from normal behavior in-frame? If yes, briefly identify the deviation."}], "videos": ["ecva/after_incident/513_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/1418_00200032.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Review the following video and answer the question.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/abnormal_video/322_00030013.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is there a moment where an anomaly is directly happening in-frame? If yes, briefly state what it is."}], "videos": ["ecva/abnormal_video/380_01000150.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Is anything abnormal actively happening in this scene? If yes, briefly describe the abnormal action."}], "videos": ["ecva/after_incident/129_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is there an abnormal moment where the incident is actively happening in the scene? If yes, describe it briefly."}], "videos": ["ecva/after_incident/64_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there an abnormal incident occurring on-screen here? If yes, describe briefly."}], "videos": ["ecva/abnormal_video/696_00200034.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Consider the video and reply.\n<video>\n\nQuestion: Do you see an anomaly happening in any part of the clip as an action or event? If yes, describe it briefly."}], "videos": ["ecva/after_incident/693_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Is an abnormal incident visibly occurring in this clip? If yes, describe it briefly."}], "videos": ["ecva/normal_video/949_normal.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Please watch the following video and answer the question.\n<video>\n\nQuestion: Is there any unexpected event visibly happening in this clip? If yes, briefly summarize it."}], "videos": ["ecva/abnormal_video/1984_00000014.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Abnormal event present and visible while it happens? If yes, briefly summarize."}], "videos": ["ecva/abnormal_video/417_00130029.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Is an abnormal incident happening during the clip? If yes, provide a short description."}], "videos": ["ecva/after_incident/105_after.mp4"], "gt": "normal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Any abnormality actively occurring in this clip? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/298_00520321.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Examine the clip below and respond concisely.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1282_00000035.mp4"], "gt": "abnormal"}
-{"messages": [{"role": "user", "content": "Analyze the video and provide a brief answer.\n<video>\n\nQuestion: Does the scene include any abnormal interaction actually occurring on-screen? If yes, briefly identify it."}], "videos": ["ecva/abnormal_video/1170_00000014.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/normal_video/1288_normal.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/866_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/20_00000050.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/837_01000144.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/1668_00000016.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/1595_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/normal_video/954_normal.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/2027_00000101.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/1013_00010010.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/1345_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/1727_00000030.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/1621_00180021.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/272_00000103.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/732_00150020.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/922_00000124.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/normal_video/927_normal.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/849_00060036.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/1132_00000041.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/1731_00001516.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/normal_video/972_normal.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/967_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/1559_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/normal_video/735_normal.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/543_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/2065_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/normal_video/739_normal.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/60_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/normal_video/870_normal.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/normal_video/410_normal.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/507_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/1397_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/1756_00000115.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/827_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/809_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/normal_video/693_normal.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/5_00220027.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/869_00000062.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/612_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/1807_00000038.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/1124_00000016.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/304_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/286_00000410.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/1147_00000021.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/1679_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/681_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/91_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/1594_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/1099_00000113.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/normal_video/576_normal.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/normal_video/302_normal.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/413_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/1767_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/1845_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/normal_video/1082_normal.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/411_00110125.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/295_00100210.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/167_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/normal_video/1795_normal.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/1892_00000231.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/1102_00000030.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/1501_00000025.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/1577_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/1979_00180045.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/2027_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/1292_00000014.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/143_00000130.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/712_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/1278_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/1418_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/520_00310202.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/218_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/312_00030025.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/1584_00120019.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/1639_00510108.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/normal_video/1663_normal.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/normal_video/697_normal.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/normal_video/2059_normal.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/after_incident/519_after.mp4"], "gt": "normal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/403_00540119.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/1288_00320131.mp4"], "gt": "abnormal"}
+{"messages": [{"role": "user", "content": "\n<video>\n"}], "videos": ["ecva/abnormal_video/1253_00020124.mp4"], "gt": "abnormal"}
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