Unverified50% confidenceCautionExact time
LLMs may fabricate plausible-sounding interpretations when lacking exact evidence (hallucinations), which is fatal in rigorous historical scholarship.
1
Sources
50%
Confidence
Long-term
Relevance
9/24/2026
First Seen
Sources
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Related Claims
UnverifiedSome reviewers directly use LLMs to generate review comments, which tend to be superficially fluent but contain factual errors, making them particularly harmful for work involving mathematical proofs.73% similarUnverifiedLLMs may make incorrect judgments due to hallucinations, prompt injection, or contextual misunderstanding, and without independent verification mechanisms, faulty reasoning can directly translate into erroneous production operations73% similarVerifiedLLMs have a hallucination problem, in which they generate factually incorrect information with high confidence.73% similarVerifiedLLM outputs are probabilistic, carry hallucination risks, and may misjudge context and invoke tools that should not be invoked.73% similarUnverifiedThe hallucination risk of LLMs is difficult to detect in the lyrics interpretation scenario, because the ambiguity of lyrics provides natural cover for erroneous interpretations.73% similar
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