I just asked chatGPT.

"do llms give wrong information often?"

"Yes. Large language models produce incorrect information at a non-trivial rate, and the rate is highly task-dependent."

But wait, it could be lying and they actually don't give false information often! But if that were the case, it would then verify they give false information at a non trivial rate because I don't ask it that much stuff.