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Yuan-Chiao Cheng

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#natural language process... Preprint Sep 2026

Don't CLAP: Are Music-Text Models Bag-of-Words?

The results provide compelling evidence that the CLAP score and related metrics do not capture fine-grained musical meaning or attribute bindings; their representation is closer to a bag-of-words that leaves them insensitive to meaning-changing perturbations of the caption.

Yuan-Chiao Cheng, Alexander Lerch · 0 citations