TIM-PRM: Verifying multimodal reasoning with Tool-Integrated PRM

Peng Kuang, Xiangxiang Wang, Wentao Liu +2

Multimodal Large Language Models (MLLMs) have achieved impressive performances in mathematical reasoning, yet they remain vulnerable to visual hallucinations and logical inconsiste…