SOTA Fairness evaluation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
CrowS-Pairs	Self-Debias Iter2 + Self-Correction	Score72.2	16	8d ago
CEB-Jigsaw	Self-Debias Iter1 + Self-Correction	Score73.5	16	8d ago
CEB-Credit	Self-Debias Iter2	Score65.8	16	8d ago
CEB Adult	Self-Debias Iter1	Score68.3	16	8d ago
UnQover	Self-Debias Offline + Self-Correction	Score99.6	16	8d ago
Dollar Street and GeoDE		Fairness Mean78.48	16	1mo ago
Credit card Sex	TabFairGan	Statistical Parity-0.0577	15	1mo ago
PPVR (test)	FairGBM	PP53.24	14	1mo ago
PPR (test)		PP4.26	14	1mo ago
Income (test)	POAF	PP0.95	14	1mo ago
Credit (test)		PP5.66	14	1mo ago
Credit card Age	FairFinGAN-EOd	Statistical Parity-0.1679	10	1mo ago
Jigsaw	AWQ-trust	BiasAUC75.6	9	1mo ago
CrowS-Pair Fr		SS51.461	9	1mo ago
CrowS-Pair En		Stereotype Score65.057	9	1mo ago
EquityMedQA cross-population (test)	SAG	CDR (Race)0.8	8	1mo ago
Ricci (test)		PP1.82	7	1mo ago
EquityMedQA (test)	SAG	Race CDR4.9	6	1mo ago
Adult Dataset (test)	GPT-4	Accuracy76.54	6	1mo ago
Maritime Digital Twin 16 ports 50 vessels mean-over-episodes	EcoFair-CH-MARL (QMIX)	Gini Coefficient0	5	1mo ago
Dutch census Sex		Statistical Parity29.85	5	1mo ago

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