Unverified50% confidenceBenchmarkExact time
For the 7B model, accuracy with the solver was 75.31% versus 72.02% for direct calculation, a paired improvement of +3.29 percentage points, with a 95% cluster interval of [-3.49, 10.38] crossing zero, making the advantage non-significant.
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9/12/2026
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UnverifiedIn the experiment, unit completion accuracy increased from 72.4% to 84.9%, a gain of 12.5 percentage points.74% similarUnverified领域微调后的7B模型在任务准确率上往往超越未经微调的70B通用模型，同时推理成本降低一个数量级73% similarUnverified即使单步准确率高达99%，在300步生成后完全一致的概率也仅为(0.99)^300≈4.9%73% similarUnverifiedIn a well-calibrated model, an output score of 0.8 should statistically correspond to an actual accuracy of 80%.71% similarVerifiedReAct's errors amplify in a chain: if the accuracy per step is p, the overall success rate after n steps is approximately p to the power of n; with a per-step accuracy of 95%, the overall success rate drops to approximately 59.9% after 10 steps and only 35.8% after 20 steps.71% similar
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