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Long Video Understanding on LVBench 30~120 min

43.6AccuracyThinking-QwenVL
21.65627.35333.0538.747Apr 20, 2026

Evaluation results

MethodLinks
Thinking-QwenVLFrames=1fps (100%)2026.0443.6
Qwen2.5-VL-7BFrames=1fps2026.0443.1
Kangaroo-7BFrames=642026.0439.4
VISTA-7BFrames=-2026.0439
LongVA-7BFrames=1282026.0435.7
VideoChat2-7BFrames=162026.0432.5
LLaVA-NeXT-Video-7BFrames=322026.0432.2
LLaMA-VID-7BFrames=1fps2026.0423.9
MovieChat-7BFrames=20482026.0422.5