I started with extremely low confidence in LLM, so I've only every asked simple questions on well-covered topics; it hasn't really steered me wrong yet but again that's because of deliberately very conservative use.

(Genuine) Question then: Does "No that's wrong"... every do something? Is there any reason to do so other than having fun arguing? I.e. if it gives wrong answer initially, and the user knows it's the wrong answer... what's the goal/desired outcome in telling it it's wrong and asking it again? Does that goal every get accomplished? What is the confidence in the second answer?

From a less black box perspective, is there any "ELI5" or at least "ELI45" explanation of why it might ever work? :)