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ResearchFormerly WizWand

Multi-modal Understanding on MMBench (Language Scores)

86.2MMB Score (EN)Vanilla
56.24864.02471.879.576May 20, 2026May 28, 2026Jun 5, 2026Jun 13, 2026Jun 21, 2026Jun 29, 2026Jul 8, 2026
Updated 3mo ago

Evaluation results

MethodLinks
VanillaToken Retention Ratio=100%2026.0586.283.3
SPprunerToken Retention Ratio=70%2026.0586.182.5
DARTToken Retention Ratio=70%2026.058682.6
FastVToken Retention Ratio=70%2026.0585.782.8
SPprunerToken Retention Ratio=50%2026.0585.682
DARTToken Retention Ratio=50%2026.0585.381.6
FastVToken Retention Ratio=50%2026.0585.181.2
SPprunerToken Retention Ratio=30%2026.0584.579.5
DARTToken Retention Ratio=30%2026.0582.579.5
FastVToken Retention Ratio=30%2026.0580.876.2
LLaVA-NeXT-7BVisual Token Budget=2880, Token Reduction Ratio=100%, Base Model=LLaVA-NeXT-7B2026.0767.256.5
AnchorPruneVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0767.156.5
CDPrunerVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0765.956.6
AnchorPruneVisual Token Budget=160, Token Reduction Ratio=↓ 94.4%, Base Model=LLaVA-NeXT-7B2026.0765.556.9
PyramidDropVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0765.357.3
AnchorPruneVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0765.356.9
SparseVLMVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0764.956.9
VisionZipVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0764.656.3
CDPrunerVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0764.655.2
PyramidDropVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0764.254.3
CDPrunerVisual Token Budget=160, Token Reduction Ratio=↓ 94.4%, Base Model=LLaVA-NeXT-7B2026.0764.254
SparseVLMVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0763.254
VisionZipVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0763.155
PruMerge+Visual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0762.855.2
DivPruneVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0762.853.8
FastVVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0762.554
PruMerge+Visual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0761.652.9
DivPruneVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0760.450.4
FastVVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0760.250.8
VisionZipVisual Token Budget=160, Token Reduction Ratio=↓ 94.4%, Base Model=LLaVA-NeXT-7B2026.0758.851.8
PruMerge+Visual Token Budget=160, Token Reduction Ratio=↓ 94.4%, Base Model=LLaVA-NeXT-7B2026.075847.3
DivPruneVisual Token Budget=160, Token Reduction Ratio=↓ 94.4%, Base Model=LLaVA-NeXT-7B2026.0757.447.1