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Fine-Grained Music Retrieval

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FIGMA: Towards FIne-Grained Music retrievAl

arXiv:2606.06615v1 Announce Type: new Abstract: Retrieving music using natural language descriptions has improved with contrastive audio-text models such as CLAP, but current systems remain limited to coarse semantic queries. When descriptions specify fine-grained musical attributes such as tempo, key, chord progression, or rhythmic structure, existing models often fail to retrieve the correct audio. We show that this limitation stems from the contrastive learning objective itself: despite...

arXiv CS 2d ago