Unverified50% confidenceFactExact time
In comparisons with optimizers using the same criterion, the hybrid method won 6, tied 41 and lost 19 of 66 Holm-corrected accuracy comparisons.
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50%
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Long-term
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11/3/2026
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UnverifiedIn two-dimensional and eight-dimensional Gaussian mixture experiments, the method shows performance superior to traditional score-matching generators—at similar parameter counts, the number of off-mode samples is significantly reduced.73% similarUnverifiedWhen using the multi-agent verification process, MARCH's accuracy was suppressed to 4.4%, whereas when the same model was directly asked which solution was better, accuracy reached 43.7%.73% similarUnverified对同一测试用例执行多次调用统计成功比例得到通过率，比二元的通过/失败判断更能反映模型真实表现72% similarUnverifiedThe paper reports that hybrid reasoning agents achieve accuracy about 10 percentage points higher than conventional models on multiple test sets.71% similarUnverifiedFor 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.71% similar
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