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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Dmitry Bogdanov

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Preprint Aug 2026

What Makes a Good Layer? Assessing the Layer-Wise Intrinsic Properties of Music Foundation Models

Music foundation models are commonly used as frozen audio feature extractors, yet selecting which layer to extract from remains largely heuristic. Current practice defaults to fixed depths or multi-layer fusion, with limited understanding of why certain layers transfer better across downstream tasks or how representati...

Angelos-Nikolaos Kanatas, Yuexuan Kong, Pablo Alonso-Jiménez et al. · 0 citations
Review Aug 2026

AllMusicCaps: Album Reviews as Complementary Supervision for Music CLAP

It is found that album review supervision yields the largest retrieval gains on a human-written caption benchmark (Song Describer), particularly for complex queries that other existing caption datasets leave uncovered.

Pablo Alonso-Jiménez, Xavier Lizarraga-Seijas, Xavier Serra et al. · 0 citations

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