Fairness evaluation

Benchmarks

Dataset Name	SOTA Method	Metric
CrowS-Pairs	Self-Debias Iter2 + Self-Correction	Score72.2	34	18d ago
UnQover	Self-Debias Offline + Self-Correction	Score99.6	34	18d ago
Fairness Evaluation Suite (BBQ, CrP, GMO, SSt, WnQ)	SD-E	BBQ Score98.26	24	24d ago
Co-occurrence tests (CooC)	FairGPTQ-INT4	CooC Score90.88	18	18d ago
German Credit Dataset	PRSMP	Equal Opportunity-0.13	17	1mo ago
CEB-Jigsaw	Self-Debias Iter1 + Self-Correction	Score73.5	16	3mo ago
CEB-Credit	Self-Debias Iter2	Score65.8	16	3mo ago
CEB Adult	Self-Debias Iter1	Score68.3	16	3mo ago
Dollar Street and GeoDE		Fairness Mean78.48	16	4mo ago
Credit card Sex	TabFairGan	Statistical Parity-0.0577	15	4mo ago
PPVR (test)	FairGBM	PP53.24	14	4mo ago
PPR (test)		PP4.26	14	4mo ago
Income (test)	POAF	PP0.95	14	4mo ago
Credit (test)		PP5.66	14	4mo ago
LFW	AC-MLP	EO Gap (0.1%)31.28	11	1mo ago
COMPAS	COFT	COMPAS Gap0.113	10	1mo ago
Utrecht	COFT	Utrecht DP11.2	10	1mo ago
Credit card Age	FairFinGAN-EOd	Statistical Parity-0.1679	10	4mo ago
Jigsaw	AWQ-trust	BiasAUC75.6	9	4mo ago
CrowS-Pair Fr		SS51.461	9	4mo ago
CrowS-Pair En		Stereotype Score65.057	9	4mo ago
Bangladeshi Diabetes Dataset (test)	PRSMP	Equal Opportunity-0.15	8	1mo ago
Bangladeshi Diabetes Dataset	PMiS	Equal Opportunity (EO)-0.13	8	1mo ago
EquityMedQA cross-population (test)	SAG	CDR (Race)0.8	8	4mo ago
Ricci (test)		PP1.82	7	4mo ago

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