Faithful-First Reasoning, Planning, and Acting for Multimodal LLMs
arXiv:2511.08409v4 Announce Type: replace
Abstract: Multimodal Large Language Models (MLLMs) frequently suffer from unfaithfulness, generating reasoning chains that drift from visual evidence or contradict final predictions. We propose Faithful-First …