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ResearchFormerly WizWand

Multi-modal Understanding on MME (Total Score)

1,862Total ScoreLLaVA-1.5-7B
1,061.21,269.11,4771,684.9Aug 1, 2025Sep 24, 2025Nov 17, 2025Jan 11, 2026Mar 6, 2026Apr 29, 2026Jun 23, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LLaVA-1.5-7BRetained Tokens=576, Retention Ratio=100%, Base Model=LLaVA-1.5-7B2025.081,862
VanillaToken Budget=576, Base Model=LLaVA-1.5-7B2026.061,862
HiPrune++Retained Tokens=192, Retention Ratio=33.3%, Base Model=LLaVA-1.5-7B2025.081,818
CLSEToken Budget=192, Base Model=LLaVA-1.5-7B2026.061,817
CLSEToken Budget=128, Base Model=LLaVA-1.5-7B2026.061,816
HiPruneRetained Tokens=192, Retention Ratio=33.3%, Base Model=LLaVA-1.5-7B2025.081,814
CLSEToken Budget=64, Base Model=LLaVA-1.5-7B2026.061,809
HiPruneRetained Tokens=128, Retention Ratio=22.2%, Base Model=LLaVA-1.5-7B2025.081,782
HiPrune++Retained Tokens=128, Retention Ratio=22.2%, Base Model=LLaVA-1.5-7B2025.081,780
HiPrune++Retained Tokens=64, Retention Ratio=11.1%, Base Model=LLaVA-1.5-7B2025.081,767
PDropToken Budget=192, Base Model=LLaVA-1.5-7B2026.061,766
HiREDToken Budget=192, Base Model=LLaVA-1.5-7B2026.061,737
FiCoCo-VToken Budget=192, Base Model=LLaVA-1.5-7B2026.061,732
SparseVLMToken Budget=192, Base Model=LLaVA-1.5-7B2026.061,721
FiCoCo-VToken Budget=128, Base Model=LLaVA-1.5-7B2026.061,711
HiREDToken Budget=128, Base Model=LLaVA-1.5-7B2026.061,710
SparseVLMToken Budget=128, Base Model=LLaVA-1.5-7B2026.061,696
HiPruneRetained Tokens=64, Retention Ratio=11.1%, Base Model=LLaVA-1.5-7B2025.081,646
PDropToken Budget=128, Base Model=LLaVA-1.5-7B2026.061,644
PruMergeToken Budget=192, Base Model=LLaVA-1.5-7B2026.061,632
FastVToken Budget=192, Base Model=LLaVA-1.5-7B2026.061,612
HiREDToken Budget=64, Base Model=LLaVA-1.5-7B2026.061,599
FiCoCo-VToken Budget=64, Base Model=LLaVA-1.5-7B2026.061,591
ToMeToken Budget=192, Base Model=LLaVA-1.5-7B2026.061,563
PruMergeToken Budget=128, Base Model=LLaVA-1.5-7B2026.061,554
PruMergeToken Budget=64, Base Model=LLaVA-1.5-7B2026.061,549
SparseVLMToken Budget=64, Base Model=LLaVA-1.5-7B2026.061,505
FastVToken Budget=128, Base Model=LLaVA-1.5-7B2026.061,490
ToMeToken Budget=128, Base Model=LLaVA-1.5-7B2026.061,343
FastVToken Budget=64, Base Model=LLaVA-1.5-7B2026.061,256
ToMeToken Budget=64, Base Model=LLaVA-1.5-7B2026.061,138
PDropToken Budget=64, Base Model=LLaVA-1.5-7B2026.061,092