Confidence Estimation
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
0.352Rank Correlation (RK)
11
May 18, 2026
0.472Rank Correlation (RK)
11
May 18, 2026
0.44Rank Correlation (RK)
11
May 18, 2026
90.82AUPR
11
May 4, 2026
91.37AUPR (Confidence)
11
May 4, 2026
99.99Confidence
10
May 4, 2026
0.07ECE (Smoothed)
9
Jun 9, 2026
0.028ECE
8
May 29, 2026
3.4ECE
8
May 29, 2026
0.961Kaware
8
Mar 24, 2026
99Kaware
8
Mar 24, 2026
0.955Kaware
8
Mar 24, 2026
97.69AUPR (Confidence)
7
May 4, 2026
87.01AUPR (Confidence)
7
May 4, 2026
68.7AUROC
7
Feb 26, 2026
0.795AUROC
7
Feb 26, 2026
67.4AUROC
6
Feb 26, 2026
74AUROC
5
Jun 1, 2026
83AUROC
5
Jun 1, 2026
75AUROC
5
Jun 1, 2026
80AUROC
5
Jun 1, 2026
74AUROC
5
Jun 1, 2026
82AUROC
5
Jun 1, 2026
0.717AUROC
5
May 13, 2026
0.912Q1 Attribution Present (AUROC)
3
May 13, 2026