Unverified50% confidenceFactExact time
The confidence threshold mechanism is closely related to the academic concept of Calibration; a good model not only needs to answer correctly, but also needs to know when it might answer incorrectly.
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9/11/2026
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Unverified人类评估者往往对流畅、自信、符合直觉的回答给予更高评分,这是奉承偏差(Sycophancy)的形成根源73% similarUnverifiedThe Confidence Score measures how much the fact-checking result should be trusted, and decreases when supporting sources are scarce or contradict each other.71% similarUnverifiedThere is a risk of verification credibility issues in multi-agent systems: agents may falsely report test passes due to misunderstanding, hallucination, or execution failure.69% similarUnverified在医疗诊断、法律咨询、金融决策等高风险领域,模型自信却错误的回答可能带来严重后果68% similarUnverifiedUsing a public evaluation framework means that in theory anyone can reproduce the results following the same process, thereby enhancing the credibility and transparency of the scores.68% similar
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