ResearchBenchmarksMathematical Reasoning on AIME 24 (Acc, PCE, ECE)Mathematical Reasoning on AIME 24 (Acc, PCE, ECE)Follow49.2AccuracyRLCM39.42441.96244.547.038Apr 25, 2026Evaluation resultsMethodMethodLinksAccuracyPrediction Confidence Error (PCE)Expected Calibration Error (ECE)RLCMConf.=probeConf.=probe2026.0449.20.0490.061GRPOConf.=probeConf.=probe2026.0447.90.1080.108RLCRConf.=verbalConf.=verbal2026.0447.30.2430.243C^2GSPGConf.=logitsConf.=logits2026.0446.60.3340.334BaseConf.=probeConf.=probe2026.0439.80.0890.095