Fairness evaluation on Adult Dataset (test)
76.54AccuracyGPT-4
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GPT-4Prompting=Zero Shot2023.11 | 76.54 | 0.42 | — | |
| GPT-4Prompting=Few Shot, base parity (bp)=02023.11 | 74.39 | 0.33 | — | |
| FWC (GPT-4)Prompting=Few Shot, Method=FWC, Examples=162023.11 | 65.2 | 0.27 | — | |
| GPT-3.5 TurboPrompting=Few Shot, base parity (bp)=02023.11 | 57.99 | 0.019 | — | |
| FWC (GPT-3.5 Turbo)Prompting=Few Shot, Method=FWC, Examples=162023.11 | 55.02 | 0.01 | — | |
| GPT-3.5 TurboPrompting=Zero Shot2023.11 | 53.55 | 0.04 | — | |
| CTGAN2026.03 | — | — | 0.0668 | |
| FairFinGAN-EOd2026.03 | — | — | 0.0043 | |
| FairFinGAN-SP2026.03 | — | — | -0.6534 | |
| Original2026.03 | — | — | 0.104 | |
| TabFairGan2026.03 | — | — | -0.7533 |