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Papers Benchmarks Datasets Tasks

Group Fairness research benchmarks · SOTA2 Research

Group Fairness

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

8 health datasets aggregated across 4 attributes

OrionMSPv1.5→MLP

0.104DP Difference

24

May 19, 2026

0.8Demographic Parity

9

May 26, 2026

German Credit Age

0.005Demographic Parity

9

May 26, 2026

German Credit Gender

0.038Demographic Parity

9

May 26, 2026

Adult Income Gender

0.004Demographic Parity

9

May 26, 2026

Adult Income Race

0.01Demographic Parity

9

May 26, 2026

Popular datasets

Adult Income German Credit COMPAS health datasets

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