The thing is, the LLM doesn’t actually know anything, and lies about it.
Just like your average human journalist. If you ever read an article from not specialist journal on a topic you are familiar with - you know. This seems actually where LLM are very similar to how human brain works - if we don’t know something, we come up with some bullshit.