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ResearchFormerly WizWand

Multi-modal Evaluation on MME (P+C Metric)

1,818P+C ScoreLLaVA-1.5 Vanilla 13B
1,665.121,704.811,744.51,784.19Aug 25, 2025
Updated 8mo ago

Evaluation results

MethodLinks
LLaVA-1.5 Vanilla 13BTokens Retained=576, Compression Ratio=100%2025.081,818100
VisionZip 🔥Tokens Retained=192, Compression Ratio=↓ 66.7%2025.081,79098.5
MMTokTokens Retained=192, Compression Ratio=↓ 66.7%2025.081,784.1698.1
DivPruneTokens Retained=192, Compression Ratio=↓ 66.7%2025.081,781.598
DivPruneTokens Retained=64, Compression Ratio=↓ 88.9%2025.081,777.9397.8
MMTokTokens Retained=64, Compression Ratio=↓ 88.9%2025.081,763.3997
MMTokTokens Retained=128, Compression Ratio=↓ 77.8%2025.081,756.296.6
VisionZipTokens Retained=192, Compression Ratio=↓ 66.7%2025.081,75496.5
DivPruneTokens Retained=128, Compression Ratio=↓ 77.8%2025.081,748.5696.2
VisionZipTokens Retained=128, Compression Ratio=↓ 77.8%2025.081,74395.9
VisionZip 🔥Tokens Retained=128, Compression Ratio=↓ 77.8%2025.081,73695.5
VisionZipTokens Retained=64, Compression Ratio=↓ 88.9%2025.081,67692.2
VisionZip 🔥Tokens Retained=64, Compression Ratio=↓ 88.9%2025.081,67191.9