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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Wei-Dong Chen

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Preprint Sep 2026

Multi-Faceted Evaluation and Mitigation of Emotion Hallucinations in MLLMs

EHR (Emotion Hallucination Rate), an evaluator that quantifies emotion hallucinations across six facets, and HMER (Hallucination-aware Memory-guided Emotion Reasoning), a training-free framework for emotion hallucination mitigation, which enables fine-grained mitigation across diverse hallucination facets.

Bo-Wen Zeng, Pei-Pei Song, Wei-Dong Chen et al. · 0 citations

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