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Video Question Answering on TIMEScope Long

46.7AccuracyVideo Panels (VideoLLaMA 3 7B)
15.91623.90831.939.892Sep 28, 2025

Evaluation results

MethodLinks
Video Panels (VideoLLaMA 3 7B)#frames=180, Model Context Category=Long-context VLMs2025.0946.7
Video Panels (LLaVA-Video 7B)#frames=64, Model Context Category=Medium-context VLMs2025.0939.3
VideoLLaMA 3 7B#frames=180, Model Context Category=Long-context VLMs2025.0939.1
Qwen-2.5VL 7B#frames=180, Model Context Category=Long-context VLMs2025.0937.6
Video Panels (Qwen-2.5VL 7B)#frames=180, Model Context Category=Long-context VLMs2025.0935.6
LLaVA-Video 7B#frames=64, Model Context Category=Medium-context VLMs2025.0934.7
Video Panels (LLaVA-OV 7B)#frames=32, Model Context Category=Medium-context VLMs2025.0933.8
LLaVA-OV 72B#frames=32, Model Context Category=Medium-context VLMs2025.0933.8
Video Panels (LLaVA-OV 72B)#frames=32, Model Context Category=Medium-context VLMs2025.0932.4
LLaVA-Video 72B#frames=64, Model Context Category=Medium-context VLMs2025.0930.9
Video Panels (LLaVA-Video 72B)#frames=64, Model Context Category=Medium-context VLMs2025.0930.9
LLaVA-OV 7B#frames=32, Model Context Category=Medium-context VLMs2025.0930.2
Video Panels (LLaVA-OV 0.5B)#frames=32, Model Context Category=Medium-context VLMs2025.0930
Video Panels (Qwen-2.5VL 7B)#frames=32, Model Context Category=Medium-context VLMs2025.0930
Qwen-2.5VL 7B#frames=32, Model Context Category=Medium-context VLMs2025.0928.7
Video Panels (Qwen-2VL 7B)#frames=180, Model Context Category=Long-context VLMs2025.0926.7
LLaVA-OV 0.5B#frames=32, Model Context Category=Medium-context VLMs2025.0925.6
Qwen-2VL 7B#frames=180, Model Context Category=Long-context VLMs2025.0923.8
VideoChat2-HD#frames=16, Model Context Category=Small-context VLMs2025.0919.8
Video Panels (VideoChat2-HD)#frames=16, Model Context Category=Small-context VLMs2025.0919.8
Video-LLaVA 7B#frames=8, Model Context Category=Small-context VLMs2025.0917.6
Video Panels (Video-LLaVA 7B)#frames=8, Model Context Category=Small-context VLMs2025.0917.1