ResearchBenchmarksMathematical Reasoning on GSM8K (Teacher Acc, Passive Acc, Adaptive Acc, Time Cost)Follow87.22Teacher AccuracyStandard81.385682.900384.41585.9297May 21, 2026Evaluation ResultsMethodMethodLinksTeacher AccuracyPassive AccuracyAdaptive AccuracyRelative GainTime Cost (×)StandardTeacher Type=No defenseTeacher Type=No defense2026.0587.2257.2456.740.871ADSlambda=0.052lambda=0.0522026.0582.1334.3351.550.042.93PoEgamma=0.65gamma=0.652026.0581.6139.2649.4625.981.64