Augment, Drop & Swap: Improving Diversity in LLM Captions for Efficient Music-Text Representation Learning

Ilaria Manco, Justin Salamon, Oriol Nieto

Audio-text contrastive models have become a powerful approach in music representation learning. Despite their empirical success, however, little is known about the influence of key…