A paper introduces a formal framework to evaluate whether LLMs truly understand concepts or merely demonstrate 'potemkin understanding'—the illusion of understanding through answers incompatible with human interpretation. The researchers find that LLMs exhibit widespread failures across models and domains, reflecting internal incoherence in concept representations rather than genuine comprehension.