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Video Question Answering on CinePile

58.98AccuracyVITED (Temporal Evidence Distillation)
11.857624.091336.32548.5587Mar 17, 2025

Evaluation results

MethodLinks
VITED (Temporal Evidence Distillation)Params=7B, Base Model=TimeChat Base2025.0358.98
VITED (Dense Caption Distillation)Params=7B, Base Model=TimeChat Base2025.0357.85
VITED (Temporal Evidence Distillation)Params=7B, Base Model=LLaVA-Video Base2025.0356.39
TimeChat (Video Instruction Tuning)Params=7B, Base Model=TimeChat Base2025.0355.86
LLaVA-Video (Video Instruction Tuning)Params=7B, Base Model=LLaVA-Video Base2025.0354.97
LLaVA-Video (Chain-of-Thought)Params=7B, Base Model=LLaVA-Video Base2025.0354.82
VITED (Dense Caption Distillation)Params=7B, Base Model=LLaVA-Video Base2025.0354.79
LLaVA-VideoParams=7B, Base Model=LLaVA-Video Base2025.0353.77
LLaVA-OneVisionParams=7B2025.0346.42
LLaMA-3.2VParams=11B2025.0339.55
VideoLLaVAParams=7B2025.0322.51
TimeChat (Chain-of-Thought)Params=7B, Base Model=TimeChat Base2025.0314.27
TimeChatParams=7B, Base Model=TimeChat Base2025.0313.67