PEAR: Adaptive Advantage Reshaping for Perception and Exploration in Large Vision-Language Models

Junxin Wang, Yingfeng Luo, Xiangchen Song +12

Effective multimodal reasoning requires a model to reliably utilize visual information while sufficiently exploring diverse reasoning paths. To achieve this goal, prior work combin…