Knowing When Not to Answer: Pseudo-Ensembles for Abstention in Music Audio-Language Models

Aanya Maheshwari, Vatsal Raina

Music audio-language models are evaluated almost entirely by accuracy on multiple-choice questions. This protocol forces the model to commit to an option, so a lucky guess looks th…