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Multi-modal Performance Evaluation on MME (MMEP & MMEC)

1,386.6MME Performance (MMEP)Ours wneg
731.712901.7311,071.751,241.769May 20, 2026

Evaluation results

MethodLinks
Ours wnegTraining Dataset=LLaVA-Mix Subset 264k2026.051,386.6282.1
MLETraining Dataset=LLaVA-Mix Subset 264k2026.051,377.4268.2
EOSTraining Dataset=LLaVA-Mix Subset 264k2026.051,369.1267.9
Ours wnegTraining Dataset=LLaVA-Instruct 150k2026.05849.9271.4
EOSTraining Dataset=LLaVA-Instruct 150k2026.05840.8269.6
MLETraining Dataset=LLaVA-Instruct 150k2026.05756.9261.8