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ResearchFormerly WizWand

Multimodal Understanding on MM-Bench

66.1Absolute ScoreTPRL
52.78856.24459.763.156Mar 11, 2026
Updated 7mo ago

Evaluation results

MethodLinks
TPRLToken=192*, RL Status=Methods with RL, Backbone=LLaVA-1.5-7B2026.0366.1102.3
TPRLToken=144*, RL Status=Methods with RL, Backbone=LLaVA-1.5-7B2026.0365.8101.8
TPRLToken=128*, RL Status=Methods with RL, Backbone=LLaVA-1.5-7B2026.0365.4101.2
PruMerge+Token=144, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.0364.9100.5
LLaVA-1.5-7BToken=576, RL Status=Upper Bound, Backbone=LLaVA-1.5-7B2026.0364.6100
VisprunerToken=192, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.0362.997.3
VisprunerToken=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.0362.797
SparseVLMToken=192, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.0362.596.7
PruMerge+Token=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.0361.394.9
FastVToken=192, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.0361.294.7
ToMeToken=192, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.0360.593.7
SparseVLMToken=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.036092.9
FastVToken=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.0356.186.7
ToMeToken=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.0353.382.5