Unverified50% confidenceOpinionExact time
Simply asking the same model to double-check does not really solve cognitive bias, because the review process still rests on the same context and reasoning path, lacking an external anchor.
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50%
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Long-term
Relevance
10/18/2026
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Related Claims
Unverified让同一个模型自查存在盲点，因为它用同一套假设检查自己，无法质疑自己最初未曾质疑的前提80% 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75% similarUnverifiedThe study observed a clear lack of correlation between the correctness of answers and the validity of reasoning traces, with models frequently arriving at correct answers even when the reasoning traces are completely invalid.75% similarUnverifiedControlled synthesis experiments found that agents' judgment-level bias is model-dependent, with no consistent pattern.75% similarUnverifiedIf the author and the reviewer are the same model with the same reasoning logic, the model's own systematic biases cannot be eliminated through self-review.75% similar
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