Unverified50% confidenceFactExact time
Traditional fact-checking cannot intercept ORA attacks, because what is attacked is the inferential connective link rather than the truth of explicit propositions.
1
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50%
Confidence
Long-term
Relevance
10/20/2026
First Seen
Sources
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Related Claims
Unverifiedjev-tools cannot eliminate hallucinations, and a positive judgment does not constitute proof of correctness, because the evidence may be incomplete or the judgment itself may be wrong.72% similarUnverifiedThe author acknowledges that Agentic GraphRAG's citation check cannot determine whether the evidence actually supports the conclusion, and semantic correctness still requires human or upstream process review.69% similarUnverifiedThe reasoning text generated by chain-of-thought does not guarantee a faithful reflection of the model's true basis for decisions and may be rationalizations written after the conclusion; the reasoning process should not be treated as reliable audit evidence.69% similarUnverifiedThe phenomenon of being 'formally correct but substantively harmful' is more difficult to detect through automated means than pure hallucination, because traditional fact-checking mechanisms cannot capture this type of risk.68% similarUnverified反事实问题能有效区分真正理解与模式匹配，因为这类问题几乎不可能直接出现在训练语料中68% similar
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