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ResearchFormerly WizWand

Video Understanding on MLVU 3-120min (dev)

63AccuracyLLaVA-OneVision-7B
50.31253.60656.960.194Feb 2, 2026
Updated 8mo ago

Evaluation results

MethodLinks
LLaVA-OneVision-7BBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=100%2026.0263
DivPruneBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=25%2026.0262.4
CaCoVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=25%2026.0262.3
DivPruneBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=20%2026.0262.2
Qwen2.5-VL-3BBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=100%2026.0262.1
CaCoVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=20%2026.0262
DivPruneBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=15%2026.0261.9
VisionZipBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=25%2026.0261.5
VisionZipBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=20%2026.0261.5
PruneVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=20%2026.0261.4
VisionZipBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=15%2026.0261.2
CaCoVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=15%2026.0261.2
FrameFusionBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=25%2026.0261.1
PruneVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=25%2026.0260.9
DivPruneBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=10%2026.0260.7
CaCoVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=10%2026.0260.6
FrameFusionBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=20%2026.0260.5
CaCoVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=20%2026.0260.2
PruneVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=15%2026.0259.9
CaCoVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=25%2026.0259.9
PruneVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=10%2026.0259.7
PruneVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=25%2026.0259.4
FastVBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=25%2026.0259
DivPruneBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=25%2026.0258.8
VisionZipBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=25%2026.0258.5
FrameFusionBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=25%2026.0258.5
FrameFusionBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=15%2026.0258.4
DivPruneBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=20%2026.0258.4
FastVBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=20%2026.0258.3
CaCoVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=15%2026.0258.2
PruneVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=20%2026.0258.1
PruneVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=15%2026.0258
VisionZipBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=20%2026.0257.9
CaCoVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=10%2026.0257.9
VisionZipBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=15%2026.0257.7
DivPruneBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=15%2026.0257.7
VisionZipBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=10%2026.0257.6
FrameFusionBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=20%2026.0257.3
VisionZipBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=10%2026.0257.2
FastVBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=25%2026.0257
PruneVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=10%2026.0256.6
FrameFusionBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=10%2026.0256.5
DivPruneBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=10%2026.0256.4
FastVBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=20%2026.0255.6
FastVBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=15%2026.0255.5
FrameFusionBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=15%2026.0255.4
FastVBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=15%2026.0253.7
FastVBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=10%2026.0252.9
FastVBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=10%2026.0250.8