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Video Reasoning on OmniVideo

39.4Average ScoreFull Tokens
28.89631.62334.3537.077May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Full TokensModel=Qwen3-Omni-30B-A3B, Retained Ratio=100%, Frames=322026.0539.4
OMAC (Ours)Model=Qwen3-Omni-30B-A3B, Retained Ratio=30%, Frames=322026.0535.5
O-MARC*Model=Qwen2.5-Omni-7B, Retained Ratio=30%, Frames=32, Training Data=100k+2026.0535.2
OmniSIFT*Model=Qwen2.5-Omni-7B, Retained Ratio=30%, Frames=32, Training Data=100k+2026.0535
Full TokensModel=Qwen2.5-Omni-7B, Retained Ratio=100%, Frames=322026.0534.6
OmniZipModel=Qwen3-Omni-30B-A3B, Retained Ratio=30%, Frames=322026.0531.7
Full TokensModel=Qwen2.5-Omni-3B, Retained Ratio=100%, Frames=322026.0531.6
O-MARCModel=Qwen2.5-Omni-7B, Retained Ratio=30%, Frames=32, Training Data=3k+2026.0531.5
O-MARCModel=Qwen2.5-Omni-3B, Retained Ratio=30%, Frames=32, Training Data=3k+2026.0531
OMAC (Ours)Model=Qwen2.5-Omni-7B, Retained Ratio=30%, Frames=322026.0530.9
OMAC (Ours)Model=Qwen2.5-Omni-3B, Retained Ratio=30%, Frames=322026.0530.8
OmniZipModel=Qwen2.5-Omni-7B, Retained Ratio=30%, Frames=322026.0530
OmniZipModel=Qwen2.5-Omni-3B, Retained Ratio=30%, Frames=322026.0529.3