Unverified50% confidenceFactExact time
The learned final confidence supports selective answering and targeted re-checking: when confidence is high, output is more confident; when confidence is low, re-examination of specific steps is triggered.
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10/30/2026
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UnverifiedThe 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.76% similarUnverified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74% similarUnverifiedThe privileged information's benefit to critic value prediction accuracy is stronger at the end of the response, while the self-teacher guidance signal exhibits a pattern of being strong at the beginning, decaying in the middle, and rising again at the end.74% similarUnverifiedConfidence decoding—always revealing the position with the highest current prediction confidence—is a reasonable heuristic, but it only focuses on current certainty and ignores the information gain brought by revealing.74% similar
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