Unverified50% confidenceFactExact time
In the side-by-side comparison test, both models use the same system prompt, user messages, and generation parameters, with the reasoning intensity set to 'xhigh'.
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Long-term
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9/12/2026
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Unverified每个模型配置以HIGH和XH(Extra High)两种推理强度进行测试,每种配置独立运行10次68% similarVerifiedTest case reviews commonly require the use of XMind mind map format.66% similarUnverifiedThe most reliable way to determine whether a new model has gotten worse is to conduct an A/B comparison between the old and new versions on the same tasks with the same prompts.65% similarUnverified当比较两个具体训练模型的预测行为差异时应固定种子使用同一测试集运行McNemar检验,当评估方法整体优越性时应用多种子重复实验配合配对t检验或非参数检验65% similarUnverifiedBehavioral regression testing draws on the regression testing concept from traditional software engineering: whenever a prompt is modified, a predefined set of test cases is automatically run to verify that the model has not degraded on key behavioral dimensions.64% similar
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