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ResearchFormerly WizWand

Aggregate Benchmark Evaluation on Overall Performance Avg.

100.22Overall Performance RatioGRIP+decoder+rl
82.727287.268691.8196.3514May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GRIP+decoder+rlBackbone=LLaVA-1.5-7B, Token Budget=192 tokens, Optimization Strategy=rl, Pruning Component=decoder2026.05100.22
OriginalBackbone=LLaVA-1.5-7B, Token Budget=Full2026.05100
GRIP+decoder+slBackbone=LLaVA-1.5-7B, Token Budget=192 tokens, Optimization Strategy=sl, Pruning Component=decoder2026.0598.99
VisionZipBackbone=LLaVA-1.5-7B, Token Budget=192 tokens2026.0598.52
GRIP+encoder+rlBackbone=LLaVA-1.5-7B, Token Budget=192 tokens, Optimization Strategy=rl, Pruning Component=encoder2026.0598.47
SparseVLMBackbone=LLaVA-1.5-7B, Token Budget=192 tokens2026.0598.26
GRIP+decoder+rlBackbone=LLaVA-1.5-7B, Token Budget=128 tokens, Optimization Strategy=rl, Pruning Component=decoder2026.0598.22
DivPruneBackbone=LLaVA-1.5-7B, Token Budget=192 tokens2026.0598.18
VisprunerBackbone=LLaVA-1.5-7B, Token Budget=192 tokens2026.0598.15
GRIP+encoder+slBackbone=LLaVA-1.5-7B, Token Budget=192 tokens, Optimization Strategy=sl, Pruning Component=encoder2026.0598.14
DARTBackbone=LLaVA-1.5-7B, Token Budget=192 tokens2026.0597.45
GRIP+encoder+rlBackbone=LLaVA-1.5-7B, Token Budget=128 tokens, Optimization Strategy=rl, Pruning Component=encoder2026.0597.12
GRIP+encoder+slBackbone=LLaVA-1.5-7B, Token Budget=128 tokens, Optimization Strategy=sl, Pruning Component=encoder2026.0597.04
GRIP+decoder+slBackbone=LLaVA-1.5-7B, Token Budget=128 tokens, Optimization Strategy=sl, Pruning Component=decoder2026.0596.68
DivPruneBackbone=LLaVA-1.5-7B, Token Budget=128 tokens2026.0596.59
VisionZipBackbone=LLaVA-1.5-7B, Token Budget=128 tokens2026.0596.57
PruneSIDBackbone=LLaVA-1.5-7B, Token Budget=192 tokens2026.0596.5
SparseVLMBackbone=LLaVA-1.5-7B, Token Budget=128 tokens2026.0596.48
VisprunerBackbone=LLaVA-1.5-7B, Token Budget=128 tokens2026.0596.45
PruneSIDBackbone=LLaVA-1.5-7B, Token Budget=128 tokens2026.0594.91
DARTBackbone=LLaVA-1.5-7B, Token Budget=128 tokens2026.0594.74
GRIP+encoder+rlBackbone=LLaVA-1.5-7B, Token Budget=64 tokens, Optimization Strategy=rl, Pruning Component=encoder2026.0594.14
VisprunerBackbone=LLaVA-1.5-7B, Token Budget=64 tokens2026.0593.98
PruneSIDBackbone=LLaVA-1.5-7B, Token Budget=64 tokens2026.0593.9
GRIP+encoder+slBackbone=LLaVA-1.5-7B, Token Budget=64 tokens, Optimization Strategy=sl, Pruning Component=encoder2026.0593.77
DivPruneBackbone=LLaVA-1.5-7B, Token Budget=64 tokens2026.0593.76
VisionZipBackbone=LLaVA-1.5-7B, Token Budget=64 tokens2026.0593.32
GRIP+decoder+rlBackbone=LLaVA-1.5-7B, Token Budget=64 tokens, Optimization Strategy=rl, Pruning Component=decoder2026.0590.71
GRIP+decoder+slBackbone=LLaVA-1.5-7B, Token Budget=64 tokens, Optimization Strategy=sl, Pruning Component=decoder2026.0589.68
SparseVLMBackbone=LLaVA-1.5-7B, Token Budget=64 tokens2026.0589.02
DARTBackbone=LLaVA-1.5-7B, Token Budget=64 tokens2026.0583.4