I'm curious why their claims are controversial. It seems pretty obvious to me that LLMs sometimes generate idiotic answers because the models lack common sense, do not have ability for deductive logical reasoning, let alone the ability to induce. And the current transformer architectures plus all the post-training techniques do not do anything to build such intelligence or the world model per LeCun's words.