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Video Motion Reasoning on MotionBench (dev)

63Overall AccuracyOpen-o3 + MCoT
31.839.94856.1Mar 19, 2026Mar 24, 2026Mar 30, 2026Apr 5, 2026Apr 10, 2026Apr 16, 2026Apr 22, 2026

Evaluation results

MethodLinks
Open-o3 + MCoTModel Category=Ours, Configuration=w/ r_ground2026.0363——————
Motion-oModel Category=Ours, Configuration=full2026.0360——————
Open-o3 + MCoTModel Category=Ours2026.0360——————
Motion-oModel Category=Ours, Configuration=w/o r_ground2026.0355——————
VideoLLaMA3-2B + FAVOR-Train + MOSSTraining=Fine-tuned on FAVOR-Train, Module=MOSS2026.0454.259.755.748.368.138.534
VideoLLaMA3-2B + FAVOR-TrainTraining=Fine-tuned on FAVOR-Train2026.0451.455.854.436.468.838.333
VideoLLaMA3-2BTraining=Zero-shot / Pre-trained2026.0450.254.954.236.168.33727.3
Open-o3 Video-7BModel Category=Open-source2026.0345——————
Qwen2.5-VL-7BModel Category=Open-source2026.0335——————
GPT-4oModel Category=Proprietary2026.0333——————