Reflect to Inform: Boosting Multimodal Reasoning via Information-Gain-Driven Verification

Shuai Lv, Chang Liu, Feng Tang +5

Multimodal Large Language Models (MLLMs) achieve strong multimodal reasoning performance, yet we identify a recurring failure mode in long-form generation: as outputs grow longer,…