一作ACL 2026Findings· Findings of ACL
AHEAD : Attention Head Energy-Aware Dynamics for Hallucination Mitigation in MLLM s
Jiale Chang · Ying Li · Siliang Tang · Yueting Zhuang
摘要
Multimodal large language models excel at vision-language tasks but remain prone to hallucinations that undermine their reliability. Existing approaches predominantly treat hallucinations as classification errors, overlooking the heterogeneous behaviors of attention heads and their dynamic influe...