Preprint
Aug 2026
How Well Do Generative Music Models Follow Emotion Conditioning?
It is found that valence is preserved more reliably than arousal and that emotion-following varies substantially across genres, underscore the importance of evaluating affective controllability directly rather than relying solely on general quality or prompt-relevance metrics.
Morteza Heydari
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