When Noise Lowers The Loss: Rethinking Likelihood-Based Evaluation in Music Large Language Models

Xiaosha Li, Chun Liu, Ziyu Wang

The rise of music large language models (LLMs) demands robust methods of evaluating output quality, especially in distinguishing high-quality compositions from "garbage music". Cur…