Establish recording-level rights clearance
Establish recording-level rights clearance for the 500 recordings and their associated annotations before publicly releasing the Music Understanding Benchmark.
References
We identify important limitations, including an asymmetric legacy key metric, unverified independent annotation agreement, extreme metre imbalance, and unresolved recording-level rights clearance.
— MUB: An Identity-Masked Benchmark for Music Understanding in Multimodal Language Models
(2610.22989 - Liu et al., 16 Oct 2026) in Abstract; Section 6, paragraph “Rights are not established by anonymization.”