Not only do humans invent stuff that didn't happen (hallucination), we're also prewired with a very long list of cognitive biases.

It depends a lot on the domain of course, but I'd bet that frontier LLMs already exhibit superhuman capabilities in providing accurate answers in the vast majority of domains.