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In my experience as a published academic author all the LLM will make up all kinds of plausible papers I “wrote” that don’t exist, academic positions I’ve never held, and the like.

Even if you give it a paper directly I’d not believe it to be reliable. Maybe it could help search for papers, but that’s it.