Toxicity Detection on CiviComment (Group Fairness Metrics)
87.7Accuracy (LGBTQ+)FairMT
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| FairMTtype=hybrid-fair-MTL2025.11 | 87.7 | 5.5 | 4.5 | 81.9 | 10.1 | 9.9 | 83.8 | 6.7 | 6 | |
| MGDAtype=multi-task2025.11 | 87.1 | 14.3 | 14.1 | 81.6 | 22.9 | 22.2 | 84.1 | 28.1 | 27.9 | |
| GradNormtype=multi-task2025.11 | 86.2 | 13.1 | 12.8 | 78.7 | 23.2 | 23.3 | 83.1 | 29 | 29.3 | |
| MGDA-UFaTEtype=hybrid-fair-MTL2025.11 | 82.8 | 9.9 | 9.5 | 75.3 | 16.5 | 16 | 76.7 | 13.1 | 13.2 | |
| LNLtype=fairness-only2025.11 | 82.6 | 7.6 | 7.6 | 74.1 | 14.2 | 14.7 | 77.6 | 17.7 | 19.7 | |
| MGDA-Meantype=hybrid-fair-MTL2025.11 | 81.9 | 11.8 | 11.9 | 74.4 | 17.8 | 16.5 | 75.1 | 15.7 | 14.8 | |
| UFaTEtype=fairness-only2025.11 | 80.9 | 6.2 | 6.1 | 65.9 | 14 | 13.4 | 73.4 | 14.8 | 14.8 |