Reducing Hallucination in Multimodal Large Language Models through Hard Grounding Preference Supervision.

arXiv:2605.16411v4 Announce Type: replace-cross Abstract: Hallucination remains a major challenge in vision-language models (VLMs), particularly when linguistically plausible responses are unsupported by visual evidence. We study whether multimodal hallucinati