Music I Care About: Automated Multimodal Benchmarking of LLM Music Perception Skills on (Almost) Any Music

research work·benchmark study·active

Research work examining evaluation benchmark, music/audio representation learning.

Recorded facts

Official site	https://arxiv.org/abs/2607.06015 ↗
Geography	Global
arxiv	2607.06015
venue	9 pages, 4 figures, 4 tables
authors	Tomáš Sourada; Katia Vendrame; Jan Hajič
methods	benchmark evaluation; language modeling
code urls	unknown
demo urls	unknown
exact title	Music I Care About: Automated Multimodal Benchmarking of LLM Music Perception Skills on (Almost) Any Music
project urls	unknown
original title	unknown
citation counts	unknown
research topics	evaluation benchmark; music/audio representation learning; music/audio understanding
peer review status	not established from abstract metadata
disclosed conflicts	unknown
stated contribution	Presents or evaluates the system, method, benchmark, or analysis identified in the paper title.
us market scope basis	Included as a materially relevant public research artifact in the US-facing AI-music ecosystem; direct affiliation varies.
funding acknowledgements	unknown
affiliations at publication	unknown
publication or preprint date	2026-07-07
abstract level neutral summary	The work studies evaluation benchmark, music/audio representation learning; methods and evaluation details are in the official abstract.
datasets benchmarks models tools used	unknown
correction withdrawal retraction status	No withdrawal marker observed in captured arXiv metadata.