The vast majority of all ml research is using copyrighted data both for training and evaluation.
Copyrighted data would make it harder to share and use, to reproduce results. I don't remember coming across a benchmark dataset that was copyrighted.
https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderb...