MusicLM [1] is the most impressive demo I've seen yet. The problem is we only have access to selected examples (=demo) so we don't know how it performs "on average".
IMO, for music, the limiting factor today is more copyright (=datasets) than models per se.
[1] https://google-research.github.io/seanet/musiclm/examples/