Commercial audio generation models were caught reproducing parts of copyrighted music in a distorted and low-quality form. This is not "learning", just "imitating".

Also, as I understand they didn't even buy the CDs with music for training; they got it somewhere else. Why do organizations that prosecute people for downloading a movie do not want to look if it is ok to make a business on illegal copies of copyrighted works?