Ha! To evaluate an AI's reasoning, you need to be better at reasoning than the AI, which is becoming very difficult as AI improves.
No, you don’t.
You do, OTOH, have to have well-defined criteria for what constitutes “reasoning”.
Ha! To evaluate an AI's reasoning, you need to be better at reasoning than the AI, which is becoming very difficult as AI improves.