The correct term isn't "hallucinate", it's "bullshit". I mean that in the casual sense of "a bullshitter" - every LLM is a moderately knowleable bullshitter that never stops talking (In a literal sense - even the end of responses is just a magic string from the LLM that cues the containing system to stop the LLM, and if not stopped like that it would just keep going after the "end".) The remarkable thing is that we ever get correct responses out of them.