Subbarao expresses skepticism about the reasoning abilities of LLMs, noting that they often provide explanations after arriving at solutions rather than before. He emphasizes the need for systematic studies to evaluate their capabilities, while also highlighting the evolving understanding of LLMs and their definitions. Tim shares his shift in perspective, acknowledging the complexity of LLMs beyond mere retrieval functions.