ResearchBenchmarksCode Generation on HumanEval (AUROC, AUPRC, ACC*)Code Generation on HumanEval (AUROC, AUPRC, ACC*)Follow80.9ACC*TokUR74.129675.887377.64579.4027May 16, 2025Evaluation resultsMethodMethodLinksACC*AUROCAUPRCTokURuncertainty_type=TUuncertainty_type=TU2025.0580.963.1581.59TokURuncertainty_type=AUuncertainty_type=AU2025.0580.960.581.75Self-Certainty2025.0580.4961.4880.27DeepConf2025.0580.4963.682.75TokURuncertainty_type=EUuncertainty_type=EU2025.0580.4960.6480.75PE2025.0578.0560.5281.45LL2025.0575.6156.4279.48CoTmode=Lower-Boundmode=Lower-Bound2025.0574.39——