Unverified50% confidenceFactExact time
The effect of the matched-prompt penalty does not stem from the quality of the prompt itself, but is caused by the interaction between the training prompt and the evaluation prompt.
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Long-term
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10/16/2026
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UnverifiedThe training signal of interaction structure has general value and is not only effective for a specific evaluation set.76% similarUnverifiedThe feedback-aligned reward function is designed during reinforcement learning training to encourage progressive improvement across turns, rather than only looking at the final result.74% similarUnverifiedThe core idea of inoculation prompting is: if the model is told before training that the behavior is acceptable, then the association between the behavior and misalignment will not be established, thereby blocking the generalization of misalignment; unlike SDF, inoculation prompting is given directly in the form of a system prompt during RL training and involves no parameter updates, so its coverage strength is higher.70% similarUnverifiedWhen the margin reward is positive, it indicates that the tool indeed brings gains and the question is a valuable training sample; when the difference is zero or negative, the question's training value is limited.70% similar
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