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ResearchFormerly WizWand

Perception and Cognition Evaluation on MME

1,842ScoreVanilla
968.41,195.21,4221,648.8Jun 15, 2026
Updated 4mo ago

Evaluation results

MethodLinks
VanillaBase Model=LLaVA-NeXT-7B, Retained Tokens=2880, Reduction Ratio=0.0%2026.061,842100
DCP-PruneBase Model=LLaVA-NeXT-7B, Retained Tokens=160, Reduction Ratio=94.4%2026.061,76494.6
FlowCutBase Model=LLaVA-NeXT-7B, Retained Tokens=160, Reduction Ratio=94.4%2026.061,74693.1
PRUNESIDBase Model=LLaVA-NeXT-7B, Retained Tokens=160, Reduction Ratio=94.4%2026.061,70493.1
SCOPEBase Model=LLaVA-NeXT-7B, Retained Tokens=160, Reduction Ratio=94.4%2026.061,70094.2
DCP-PruneBase Model=LLaVA-NeXT-7B, Retained Tokens=80, Reduction Ratio=97.2%2026.061,69291.9
HoloVBase Model=LLaVA-NeXT-7B, Retained Tokens=160, Reduction Ratio=94.4%2026.061,67591
DCP-PruneBase Model=LLaVA-NeXT-7B, Retained Tokens=40, Reduction Ratio=98.6%2026.061,65588.5
PRUNESIDBase Model=LLaVA-NeXT-7B, Retained Tokens=80, Reduction Ratio=97.2%2026.061,64288.9
SCOPEBase Model=LLaVA-NeXT-7B, Retained Tokens=80, Reduction Ratio=97.2%2026.061,63690.7
VisionZipBase Model=LLaVA-NeXT-7B, Retained Tokens=160, Reduction Ratio=94.4%2026.061,63092.3
FlowCutBase Model=LLaVA-NeXT-7B, Retained Tokens=80, Reduction Ratio=97.2%2026.061,55089.6
VisionZipBase Model=LLaVA-NeXT-7B, Retained Tokens=80, Reduction Ratio=97.2%2026.061,53487.2
SCOPEBase Model=LLaVA-NeXT-7B, Retained Tokens=40, Reduction Ratio=98.6%2026.061,51585.5
HoloVBase Model=LLaVA-NeXT-7B, Retained Tokens=80, Reduction Ratio=97.2%2026.061,43281.3
FlowCutBase Model=LLaVA-NeXT-7B, Retained Tokens=40, Reduction Ratio=98.6%2026.061,40183.8
DCP-PruneBase Model=LLaVA-NeXT-7B, Retained Tokens=20, Reduction Ratio=99.3%2026.061,37980.7
SCOPEBase Model=LLaVA-NeXT-7B, Retained Tokens=20, Reduction Ratio=99.3%2026.061,29876
PRUNESIDBase Model=LLaVA-NeXT-7B, Retained Tokens=40, Reduction Ratio=98.6%2026.061,26178.5
HoloVBase Model=LLaVA-NeXT-7B, Retained Tokens=40, Reduction Ratio=98.6%2026.061,22974.6
VisionZipBase Model=LLaVA-NeXT-7B, Retained Tokens=40, Reduction Ratio=98.6%2026.061,15074.7
VisionZipBase Model=LLaVA-NeXT-7B, Retained Tokens=20, Reduction Ratio=99.3%2026.061,13473.9
HoloVBase Model=LLaVA-NeXT-7B, Retained Tokens=20, Reduction Ratio=99.3%2026.061,05169
FlowCutBase Model=LLaVA-NeXT-7B, Retained Tokens=20, Reduction Ratio=99.3%2026.061,01268
PRUNESIDBase Model=LLaVA-NeXT-7B, Retained Tokens=20, Reduction Ratio=99.3%2026.061,00269.2