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ResearchFormerly WizWand

Video Understanding on MLVU 3-120min (test)

47.7AccuracyLLaVA-OneVision-7B
31.37235.61139.8544.089Feb 2, 2026
Updated 8mo ago

Evaluation results

MethodLinks
LLaVA-OneVision-7BBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=100%2026.0247.7
DivPruneBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=25%2026.0246.4
CaCoVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=25%2026.0246.3
CaCoVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=25%2026.0246.2
PruneVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=20%2026.0245.7
Qwen2.5-VL-3BBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=100%2026.0245.6
DivPruneBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=20%2026.0245.6
PruneVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=25%2026.0245.4
CaCoVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=20%2026.0245.3
CaCoVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=15%2026.0244.9
DivPruneBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=10%2026.0244.9
FrameFusionBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=25%2026.0244.8
CaCoVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=20%2026.0244.8
VisionZipBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=20%2026.0244.7
CaCoVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=10%2026.0244.6
PruneVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=15%2026.0244.3
FrameFusionBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=25%2026.0244.2
FrameFusionBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=20%2026.0244.2
CaCoVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=10%2026.0244.2
DivPruneBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=25%2026.0244.1
DivPruneBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=20%2026.0243.9
DivPruneBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=15%2026.0243.9
VisionZipBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=25%2026.0243.8
VisionZipBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=15%2026.0243.8
PruneVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=20%2026.0243.7
VisionZipBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=25%2026.0243.5
VisionZipBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=20%2026.0243.5
FrameFusionBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=20%2026.0243.4
CaCoVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=15%2026.0243.2
FastVBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=25%2026.0243
PruneVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=25%2026.0243
PruneVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=10%2026.0242.7
VisionZipBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=10%2026.0242.4
PruneVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=15%2026.0242.1
FastVBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=20%2026.0242
DivPruneBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=15%2026.0242
VisionZipBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=15%2026.0241.9
FrameFusionBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=15%2026.0241.8
FastVBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=25%2026.0241.7
FastVBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=15%2026.0241.7
VisionZipBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=10%2026.0241.5
FrameFusionBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=15%2026.0241.5
FastVBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=20%2026.0241.3
DivPruneBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=10%2026.0240.8
PruneVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=10%2026.0240.4
FrameFusionBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=10%2026.0239.8
FastVBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=15%2026.0237.3
FastVBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=10%2026.0235.2
FastVBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=10%2026.0232