Language models cannot reliably distinguish belief from knowledge and fact

Research article (Nature Machine Intelligence, 2025) · cited 11× · AI/ML
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Language models cannot reliably distinguish belief from knowledge and fact

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Language models cannot reliably distinguish belief from knowledge and fact is a scholarly article[1].

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APA 4ort.xyz Knowledge Graph. (2026). Language models cannot reliably distinguish belief from knowledge and fact. Retrieved May 24, 2026, from https://4ort.xyz/entity/language-models-cannot-reliably-distinguish-belief-from-knowledge-and-fact
MLA “Language models cannot reliably distinguish belief from knowledge and fact.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/language-models-cannot-reliably-distinguish-belief-from-knowledge-and-fact.
BibTeX @misc{4ortxyz_language-models-cannot-reliably-distinguish-belief-from-knowledge-and-fact_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Language models cannot reliably distinguish belief from knowledge and fact}}, year = {2026}, url = {https://4ort.xyz/entity/language-models-cannot-reliably-distinguish-belief-from-knowledge-and-fact}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Language models cannot reliably distinguish belief from knowledge and fact — https://4ort.xyz/entity/language-models-cannot-reliably-distinguish-belief-from-knowledge-and-fact (retrieved 2026-05-24)

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