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ResearchFormerly WizWand

Fair-washing

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

TRA (10% sample)

0.85Disparate Impact

8

Mar 10, 2026

ADULT (20% sample)

Entropic_balanced

0.42Disparate Impact

8

Mar 10, 2026

ADULT (10% sample)

Entropic_balanced

0.54Disparate Impact

8

Mar 10, 2026

Grad_proportional

0.53Disparate Impact

6

Mar 10, 2026

Entropic_proportional

0.95Disparate Impact

5

Mar 10, 2026

TRA (20% sample)

0.8Disparate Impact

4

Mar 10, 2026

MOB (20% sample)

0.5Disparate Impact

4

Mar 10, 2026

INC (20% sample)

Entropic_proportional

0.84Disparate Impact

4

Mar 10, 2026

BAF (20% sample)

Entropic_proportional

0.8Disparate Impact

3

Mar 10, 2026

BAF (10% sample)

Entropic_balanced

1Disparate Impact

3

Mar 10, 2026

PUC (10% sample)

Entropic_proportional

0.35Disparate Impact

3

Mar 10, 2026

EMP (20% sample)

Entropic_proportional

0.36Disparate Impact

3

Mar 10, 2026

EMP (10% sample)

0.37Disparate Impact

3

Mar 10, 2026

PUC (20% sample)

—

—Primary metric

0

Mar 10, 2026