Unverified50% confidenceFactExact time
On the same questions, merely changing the answer extraction method from pattern matching to an explicit \boxed{} format raised accuracy from 20.8% to 93.9%.
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10/15/2026
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UnverifiedIn entity resolution, a shortcut that raised the match rate by ten percentage points had only 38% accuracy against independent identifiers, so it was never released.72% similarUnverified即便单字符识别准确率达到99%，对于一个包含10个字符的字段，其整体正确率也仅约90%，这被称为"准确率衰减效应"72% similarUnverifiedIn single-latent ablation experiments, the proportion of cases where the sign predicted by gradients matched the true sign reached 91%–97%, whereas the direction of change suggested by probes was correct only 17%–35% of the time.71% similarUnverifiedWhen recombining rules seen during training, symbolic descriptions match or even exceed the example approach, reaching 99% versus 95% accuracy on new combinations.71% similarUnverifiedThe text-only baseline model achieved a decision accuracy of 33.33%, which improved to 93.33% after introducing dual evidence tokens.71% similar
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