List your company
ResearchFormerly WizWand

Performance Retention Analysis on Aggregate Benchmarks (Rel.)

100Relative ScoreLLaVA-NeXT-7B
78.99284.44689.995.354Jul 8, 2026
Updated 3mo ago

Evaluation results

MethodLinks
LLaVA-NeXT-7BVisual Token Budget=2880, Token Reduction Ratio=100%, Base Model=LLaVA-NeXT-7B2026.07100
AnchorPruneVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0799.4
AnchorPruneVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0798.3
AnchorPruneVisual Token Budget=160, Token Reduction Ratio=↓ 94.4%, Base Model=LLaVA-NeXT-7B2026.0797.6
CDPrunerVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0796.7
VisionZipVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0796.6
CDPrunerVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0795.9
SparseVLMVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0795
PyramidDropVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0794.3
VisionZipVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0792.9
CDPrunerVisual Token Budget=160, Token Reduction Ratio=↓ 94.4%, Base Model=LLaVA-NeXT-7B2026.0792.9
FastVVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0792.1
PyramidDropVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0791.7
SparseVLMVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0791.1
DivPruneVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0790.1
PruMerge+Visual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0788
VisionZipVisual Token Budget=160, Token Reduction Ratio=↓ 94.4%, Base Model=LLaVA-NeXT-7B2026.0786.9
DivPruneVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0786.5
FastVVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0785.1
PruMerge+Visual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0783.2
DivPruneVisual Token Budget=160, Token Reduction Ratio=↓ 94.4%, Base Model=LLaVA-NeXT-7B2026.0780.7
PruMerge+Visual Token Budget=160, Token Reduction Ratio=↓ 94.4%, Base Model=LLaVA-NeXT-7B2026.0779.8