Unverified50% confidenceCautionExact time
jev-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.
1
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50%
Confidence
Long-term
Relevance
10/18/2026
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Related Claims
UnverifiedIf faithfulness cannot be reliably evaluated, the output of autoformalization cannot be trusted, and downstream theorem proving and mathematical reasoning will inherit these hidden errors.78% similarUnverified一致性检验只能降低幻觉概率，无法根除，如果所有推理路径基于同一错误的共识性偏见会共振出一致但错误的答案77% similarVerifiedFormal verification can only guarantee the internal consistency of a reasoning chain; it cannot automatically determine whether the proposition being proved is semantically fully equivalent to the original conjecture.77% 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.77% similarUnverifiedMulti-agent verification may backfire on tasks where evidence cannot distinguish between candidates and should not be blindly adopted.76% similar
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