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Preprint Sep 2026

Do Music Generative Models Understand Musical Qualities? Automatic Music Evaluation with Model-Intrinsic Signals

Current music generative models can produce high-quality music, but does this ability imply that they ``understand''the musical qualities of their outputs, and is that understanding aligned with human evaluation? Previous attempts to use the likelihood of a generative model to evaluate music, an approach commonly used...

Xiao-Shan Li, Chun Liu, Zi-Yue Wang · 0 citations

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