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Aggregated Multimodal Evaluation on Multimodal Evaluation Suite Average

100Average Relative PerformanceLLaVA
89.18491.99294.897.608Aug 1, 2025
Updated 6mo ago

Evaluation results

MethodLinks
LLaVABackbone=LLaVA-NeXT-7B, Token Budget=2880, Retention Ratio=100%2025.08100
HiPrune++Backbone=LLaVA-NeXT-7B, Token Budget=640, Retention Ratio=22.2%2025.0899.7
HiPruneBackbone=LLaVA-NeXT-7B, Token Budget=640, Retention Ratio=22.2%2025.0899.4
HiPrune++Backbone=LLaVA-NeXT-7B, Token Budget=320, Retention Ratio=11.1%2025.0898.4
HiREDBackbone=LLaVA-NeXT-7B, Token Budget=640, Retention Ratio=22.2%2025.0898.1
VisionZipBackbone=LLaVA-NeXT-7B, Token Budget=640, Retention Ratio=22.2%2025.0898.1
VisPrunerBackbone=LLaVA-NeXT-7B, Token Budget=640, Retention Ratio=22.2%2025.0898.1
DivPruneBackbone=LLaVA-NeXT-7B, Token Budget=640, Retention Ratio=22.2%2025.0897.4
VisPrunerBackbone=LLaVA-NeXT-7B, Token Budget=320, Retention Ratio=11.1%2025.0896.4
HiPruneBackbone=LLaVA-NeXT-7B, Token Budget=320, Retention Ratio=11.1%2025.0896.4
HiREDBackbone=LLaVA-NeXT-7B, Token Budget=320, Retention Ratio=11.1%2025.0896.2
TRIMBackbone=LLaVA-NeXT-7B, Token Budget=640, Retention Ratio=22.2%2025.0896
DivPruneBackbone=LLaVA-NeXT-7B, Token Budget=320, Retention Ratio=11.1%2025.0895.6
VisionZipBackbone=LLaVA-NeXT-7B, Token Budget=320, Retention Ratio=11.1%2025.0894.8
HiPrune++Backbone=LLaVA-NeXT-7B, Token Budget=160, Retention Ratio=5.6%2025.0894.4
DivPruneBackbone=LLaVA-NeXT-7B, Token Budget=160, Retention Ratio=5.6%2025.0893.4
TRIMBackbone=LLaVA-NeXT-7B, Token Budget=320, Retention Ratio=11.1%2025.0893.1
VisPrunerBackbone=LLaVA-NeXT-7B, Token Budget=160, Retention Ratio=5.6%2025.0892
VisionZipBackbone=LLaVA-NeXT-7B, Token Budget=160, Retention Ratio=5.6%2025.0890.5
TRIMBackbone=LLaVA-NeXT-7B, Token Budget=160, Retention Ratio=5.6%2025.0889.9
HiPruneBackbone=LLaVA-NeXT-7B, Token Budget=160, Retention Ratio=5.6%2025.0889.6