CAVE: A Structured Credit Assignment Approach for Fragmented Visual Evidence Reasoning.

arXiv:2605.16416v2 Announce Type: replace-cross Abstract: Vision-Language Models (VLMs) have achieved strong performance on general multimodal reasoning, yet remain challenged in integrating nonlocal visual information to support semantically underdetermined v