More Than the Final Answer: Improving Visual Extraction and Logical Consistency in Vision-Language Models

Hoang Anh Just, Yifei Fan, Handong Zhao +6

Reinforcement learning from verifiable rewards (RLVR) has recently been extended from text-only LLMs to vision-language models (VLMs) to elicit long-chain multimodal reasoning. How…