Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Fairness Classification research benchmarks · SOTA2 Research

Fairness Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.036Demographic Parity

14

Mar 12, 2026

0Demographic Parity

14

Mar 12, 2026

0.192Disparate Impact (DP)

14

Mar 12, 2026

0.176Disparate Impact (DP)

14

Mar 12, 2026

-0.193DPD

12

Apr 10, 2026

81.65Accuracy

12

Feb 26, 2026

Fair Self-Bounding Learning Algorithm

20.27Risk

11

Jun 1, 2026

30.93DP

7

Mar 12, 2026

0.027Demographic Parity Difference

5

Mar 6, 2026

Fair Self-Bounding Learning Algorithm

45.28Risk

2

Feb 26, 2026

Fair Self-Bounding Learning Algorithm

36.34Risk Score

2

Feb 26, 2026

Popular datasets

Adult Credit meps UCI Adult COMPAS

Follow for updates

Join SOTA2 Contact