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LLMs Struggle to Distinguish Belief from Knowledge and Fact

Our new @NatMachIntell paper studies when #LLMs can't tell belief ("I believe …") from knowledge ("I know…") and fact. We evaluated 24 LMs, finding epistemic limitations in all models. Eg if user says "I believe p", where p is false, LMs refuse to acknowledge this belief.

→ View original post on X — @jurafsky, 2025-11-03 18:37 UTC