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ResearchFormerly WizWand

Multimodal Understanding on LLaVA High-IC tasks (MMB, POPE, MME, SEED, GQA) v1.5

94.7Performance RatioMMTok
40.93254.89168.8582.809Aug 25, 2025
Updated 8mo ago

Evaluation results

MethodLinks
MMTokToken Budget=642025.0894.7
DivPruneToken Budget=642025.0893.1
MMTokToken Budget=322025.0891
VisionZipToken Budget=642025.0890
DivPruneToken Budget=322025.0889.6
MMTokToken Budget=162025.0886.4
VisionZipToken Budget=322025.0883.5
DivPruneToken Budget=162025.0881.4
MMTokToken Budget=82025.0879.8
MMTokToken Budget=42025.0871.4
VisionZipToken Budget=162025.0869.7
DivPruneToken Budget=82025.0868.4
MMTokToken Budget=22025.0862.1
DivPruneToken Budget=42025.0854.3
DivPruneToken Budget=22025.0850.1
VisionZipToken Budget=82025.0848.9
VisionZipToken Budget=42025.0843.8
VisionZipToken Budget=22025.0843