most citedEvaluation of pretrained language models on music understanding

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cs.SD2026

Towards Effective Negation Modeling in Joint Audio-Text Models for Music

Yannis Vasilakis, Rachel Bittner, Johan Pauwels

Joint audio-text models are widely used for music retrieval, yet they struggle with semantic phenomena such as negation. Negation is fundamental for distinguishing the absence (or…

cs.SD2024

I can listen but cannot read: An evaluation of two-tower multimodal systems for instrument recognition

Yannis Vasilakis, Rachel Bittner, Johan Pauwels

Music two-tower multimodal systems integrate audio and text modalities into a joint audio-text space, enabling direct comparison between songs and their corresponding labels. These…