Fairness evaluation
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
3.91DPD (Disparate Impact Difference)
6
Apr 30, 2026
0.046DPD
6
Apr 30, 2026
4.9Race CDR
6
Feb 26, 2026
76.54Accuracy
6
Mar 6, 2026
83Demographic Parity
5
Jun 23, 2026
70Demographic Parity
5
Jun 23, 2026
68Demographic Parity
5
Jun 23, 2026
0Gini Coefficient
5
Mar 17, 2026
29.85Statistical Parity
5
Mar 6, 2026
53.03DPD
4
Apr 30, 2026
41.48DPD
4
Apr 30, 2026
2.53CD
3
Jul 9, 2026
-0.429Group Unfairness (Occupation)
2
Jun 8, 2026
-0.195SPD
2
May 26, 2026