Table 3:
Model | Sensitive attribute: Race | Sensitive attribute: Gender | ||||||
---|---|---|---|---|---|---|---|---|
Acc. | F1 | DP | EO | Acc. | F1 | DP | EO | |
Baseline | 0.8685 | 0.9296 | 0.0279 | 0.0279 | 0.8685 | 0.9296 | 0.0198 | 0.0198 |
Baseline w/ ALC | 0.7088 | 0.7935 | 0.0125 | 0.0125 | 0.7106 | 0.7792 | 0.0106 | 0.0106 |
FairPM | 0.8008 | 0.8894 | 0.0084 | 0.0084 | 0.8327 | 0.9087 | 0.0095 | 0.0095 |