If you look at the paper, they only claim LLM can correct the errors if the mistake location is given. And the mistake finding part is not yet solved.
Because at no point is the "mind" involved doing a step by step reduction of the problem. It doesn't do formal reasoning.
Humans usually don't either, but they can almost all do a form of it when required to. Either under the assistance of a teacher, or in extremis when they need to. We've all had the experience of being flustered, taking a deep breath, and then "working through" something. After spending time with GPT, etc it becomes clear they're not doing that.
It's not that reasoning comes intrinsic to all human thoughts -- we're far lazier than that -- but when we need to, we can usually do it.