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Vision-Language Reasoning on MME (test)

78.98Simple AccuracyNo intervention baseline
72.58474.244575.90577.5655Jan 18, 2026

Evaluation results

MethodLinks
No intervention baselineIntervention=None2026.0178.9830.7742.29
Q4 system ablIntervention=Q4 system ablation2026.0178.93041.2
PAIIntervention=PAI2026.0178.7330.7742.62
AD-HHIntervention=AD-HH2026.0178.7329.2342.88
Image×2.0Intervention=Image×2.02026.0178.3530.7740.14
Q4 text redistr (prop)Intervention=Q4 text redistribution, strategy=proportional2026.0178.2629.2341.07
Q4 system redistr (prop)Intervention=Q4 system redistribution, strategy=proportional2026.0172.8321.5428.98