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

Tengda Guo, Jie Leng, Hanlei Li +6

Vision-Language Models (VLMs) have achieved strong performance on general multimodal reasoning, yet remain challenged in integrating nonlocal visual information to support semantic…