Unverified50% confidenceOpinionExact time
The outdatedness of a model's values is not merely a knowledge gap problem; what is hardened is the model's cognitive structure for analyzing problems and its logic of judgment.
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9/12/2026
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VerifiedResearch has found that the chain-of-thought reasoning generated by models does not fully correspond to their actual internal computation processes, and may provide post-hoc explanations unrelated to the true decision-making path.77% similarUnverifiedThe adaptive thinking mechanism allows the model to dynamically determine the depth of reasoning based on problem difficulty, answering simple questions directly and only engaging in full reasoning for complex ones.76% similarUnverified自回归模型逐Token从左到右生成，本质是马尔可夫过程，在逻辑推理中存在错误积累效应75% similarUnverifiedWhen a model fails to converge after a long time, one should first examine whether the input state representation is reasonable, rather than blindly tuning hyperparameters.74% similarUnverifiedReasoning models with the thinking function enabled perform significantly better than base models when handling counterintuitive questions.74% similar
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