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Cong Cao

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#artificial intelligence Preprint Jul 2026

Music Hallucination in Audio-Language Models: A Hierarchical Formulation and Empirical Study

This work presents the first music-specific, layer-wise, multi-paradigm empirical study of hallucination in audio-language models and forms it as a hierarchical perceptual grounding failure across five layers: sound events, temporal properties, tonal attributes, style, and emotion.

Yu Liu, Jia-Hui Liu, Zhi-Lin Liu et al. · 0 citations

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