A LLM cannot meaningfully “explain its thinking”. When prompted to do so, it will generate an explanation-looking text — but that has nothing to do with the actual way the original answer was generated.

If you ask it to explain how a LLM could possibly catch an inconsistency, then it might give you some good insights (or hallucinate something entertaining).