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Benchmarks
Fairness evaluation on Adult Dataset (test)
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76.54
Accuracy
GPT-4
52.6304
58.8377
65.045
71.2523
Nov 9, 2023
Accuracy
Demographic Disparity (DP)
Statistical Parity
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
Demographic Disparity (DP)
Statistical Parity
GPT-4
Prompting=Zero Shot
2023.11
76.54
0.42
-
GPT-4
Prompting=Few Shot, ba...
2023.11
74.39
0.33
-
FWC (GPT-4)
Prompting=Few Shot, Me...
2023.11
65.2
0.27
-
GPT-3.5 Turbo
Prompting=Few Shot, ba...
2023.11
57.99
0.019
-
FWC (GPT-3.5 Turbo)
Prompting=Few Shot, Me...
2023.11
55.02
0.01
-
GPT-3.5 Turbo
Prompting=Zero Shot
2023.11
53.55
0.04
-
Original
2026.03
-
-
0.104
CTGAN
2026.03
-
-
0.0668
TabFairGan
2026.03
-
-
-0.7533
FairFinGAN-SP
2026.03
-
-
-0.6534
FairFinGAN-EOd
2026.03
-
-
0.0043
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