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Video Question Answering on MF2

59.9AccuracyVideo Panels (LLaVA-Video 72B)
49.60452.27754.9557.623Sep 28, 2025

Evaluation results

MethodLinks
Video Panels (LLaVA-Video 72B)#frames=64, Model Context Category=Medium-context VLMs2025.0959.9
VideoLLaMA 3 7B#frames=180, Model Context Category=Long-context VLMs2025.0958.9
Video Panels (LLaVA-OV 72B)#frames=32, Model Context Category=Medium-context VLMs2025.0958.5
Video Panels (VideoLLaMA 3 7B)#frames=180, Model Context Category=Long-context VLMs2025.0958.3
LLaVA-Video 72B#frames=64, Model Context Category=Medium-context VLMs2025.0958.2
Video Panels (Qwen-2VL 7B)#frames=180, Model Context Category=Long-context VLMs2025.0956.7
LLaVA-OV 72B#frames=32, Model Context Category=Medium-context VLMs2025.0956.6
Video Panels (Qwen-2.5VL 7B)#frames=180, Model Context Category=Long-context VLMs2025.0954.8
Video Panels (LLaVA-Video 7B)#frames=64, Model Context Category=Medium-context VLMs2025.0954.4
Qwen-2VL 7B#frames=180, Model Context Category=Long-context VLMs2025.0954.3
Qwen-2.5VL 7B#frames=180, Model Context Category=Long-context VLMs2025.0954.2
Video Panels (Qwen-2.5VL 7B)#frames=32, Model Context Category=Medium-context VLMs2025.0953.8
LLaVA-Video 7B#frames=64, Model Context Category=Medium-context VLMs2025.0952.8
Qwen-2.5VL 7B#frames=32, Model Context Category=Medium-context VLMs2025.0952.6
Video Panels (LLaVA-OV 7B)#frames=32, Model Context Category=Medium-context VLMs2025.0952.1
LLaVA-OV 7B#frames=32, Model Context Category=Medium-context VLMs2025.0951.5
Video-LLaVA 7B#frames=8, Model Context Category=Small-context VLMs2025.0950.4
Video Panels (Video-LLaVA 7B)#frames=8, Model Context Category=Small-context VLMs2025.0950.2
Video Panels (LLaVA-OV 0.5B)#frames=32, Model Context Category=Medium-context VLMs2025.0950.2
LLaVA-OV 0.5B#frames=32, Model Context Category=Medium-context VLMs2025.0950.1
VideoChat2-HD#frames=16, Model Context Category=Small-context VLMs2025.0950
Video Panels (VideoChat2-HD)#frames=16, Model Context Category=Small-context VLMs2025.0950