Seeing is not Enough: Vision-Language Models Perceive Evidence but Fail to Act.

arXiv:2609.22588v1 Announce Type: cross Abstract: Vision-language models (VLMs) perform strongly on visual question answering benchmarks, yet often make decisions that contradict visual evidence they have already identified correctly. We distinguish perceptual