Evidence-RL: Towards Evidence-intensive Visual Reasoning

Haojie Huang, Xinlei Yu, Chengming Xu +6

Vision-Language Models (VLMs) should answer from concrete image evidence rather than language priors, dataset shortcuts, or irrelevant visual context. Existing perception-aware pos…