ResearchBenchmarksMathematical Reasoning on MATH (Teacher/Passive/Adaptive Accuracy)Mathematical Reasoning on MATH (Teacher/Passive/Adaptive Accuracy)Follow61.78Teacher AccuracyStandard60.001660.463360.92561.3867May 21, 2026Evaluation resultsMethodMethodLinksTeacher AccuracyPassive AccuracyAdaptive AccuracyRelative GainTime Cost (Factor)StandardTeacher Type=No defenseTeacher Type=No defense2026.0561.7815.1715.290.751ADSlambda=0.08lambda=0.082026.0561.168.9613.4550.073.85PoEgamma=0.75gamma=0.752026.0560.07912.9243.562.33