Table 2:
Model | Sensitive attribute: Race | Sensitive attribute: Gender | ||||||
---|---|---|---|---|---|---|---|---|
Acc. | F1 | DP | EO | Acc. | F1 | DP | EO | |
Baseline | 0.9595 | 0.9702 | 0.0301 | 0.0251 | 0.9595 | 0.9702 | 0.0216 | 0.0093 |
Baseline w/ ALC | 0.8294 | 0.8839 | 0.0112 | 0.0248 | 0.8142 | 0.8642 | 0.0095 | 0.0010 |
FairPM | 0.9130 | 0.9360 | 0.0001 | 0.0111 | 0.9299 | 0.9490 | 0.0093 | 0.0011 |