Rethinking Visual Neglect: Steering via Context-Preference for MLLM Hallucination Mitigation

Jingwen Wu, Xijun Zhang, Ge Song

Object hallucination remains a primary obstacle to the reliable deployment of Multimodal Large Language Models (MLLMs). Current inference-time mitigation methods mainly assume hall…