
Pattern matching without knowledge and truth in LLMs
A Stanford University study published in November 2025 used a "carefully curated" set of true and false statements combined with statements of belief or knowing ("I believe" or "know"; "John/Mary believes" or "knows") to test Large Language Models on "differences between belief, knowledge, and fact". LLMs had the most



