Preprint
Jul 2026
HalluScope: Fine-grained Hallucination Diagnosis for Multimodal Large Language Models
Fine-grained hallucination diagnosis for MLLMs is proposed, a new unified task that jointly performs hallucination detection, classification, and interpretable explanation generation and feedback experiments show that the fine-grained diagnostic explanations produced by the model effectively guide target models to correct their hallucinations.
Weilin Jin, Mingyu Wang, Wenbo Li et al.
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