Evidence-RL: Towards Evidence-intensive Visual Reasoning.

arXiv:2608.08021v2 Announce Type: replace-cross Abstract: Vision-Language Models (VLMs) should answer from concrete image evidence rather than language priors, dataset shortcuts, or irrelevant visual context. Existing perception-aware post-training methods enc