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Video Question Answering on TIMEScope Short

87.2AccuracyVideo Panels (VideoLLaMA 3 7B)
18.5636.3854.272.02Sep 28, 2025

Evaluation results

MethodLinks
Video Panels (VideoLLaMA 3 7B)#frames=180, Model Context Category=Long-context VLMs2025.0987.2
VideoLLaMA 3 7B#frames=180, Model Context Category=Long-context VLMs2025.0980.2
Video Panels (LLaVA-Video 7B)#frames=64, Model Context Category=Medium-context VLMs2025.0979.2
Video Panels (Qwen-2.5VL 7B)#frames=180, Model Context Category=Long-context VLMs2025.0979.1
Video Panels (LLaVA-Video 72B)#frames=64, Model Context Category=Medium-context VLMs2025.0975.7
Qwen-2.5VL 7B#frames=180, Model Context Category=Long-context VLMs2025.0973.9
Video Panels (Qwen-2VL 7B)#frames=180, Model Context Category=Long-context VLMs2025.0971.2
Video Panels (LLaVA-OV 72B)#frames=32, Model Context Category=Medium-context VLMs2025.0970
Video Panels (LLaVA-OV 7B)#frames=32, Model Context Category=Medium-context VLMs2025.0969.5
Qwen-2VL 7B#frames=180, Model Context Category=Long-context VLMs2025.0966.1
LLaVA-Video 72B#frames=64, Model Context Category=Medium-context VLMs2025.0965.4
LLaVA-Video 7B#frames=64, Model Context Category=Medium-context VLMs2025.0964.8
Video Panels (Qwen-2.5VL 7B)#frames=32, Model Context Category=Medium-context VLMs2025.0960.8
LLaVA-OV 72B#frames=32, Model Context Category=Medium-context VLMs2025.0959.1
LLaVA-OV 7B#frames=32, Model Context Category=Medium-context VLMs2025.0958.7
Video Panels (LLaVA-OV 0.5B)#frames=32, Model Context Category=Medium-context VLMs2025.0956.9
Qwen-2.5VL 7B#frames=32, Model Context Category=Medium-context VLMs2025.0952.8
LLaVA-OV 0.5B#frames=32, Model Context Category=Medium-context VLMs2025.0949.4
Video Panels (Video-LLaVA 7B)#frames=8, Model Context Category=Small-context VLMs2025.0925.6
Video-LLaVA 7B#frames=8, Model Context Category=Small-context VLMs2025.0924.4
Video Panels (VideoChat2-HD)#frames=16, Model Context Category=Small-context VLMs2025.0921.3
VideoChat2-HD#frames=16, Model Context Category=Small-context VLMs2025.0921.2