Toxicity Regression on CiviComment
73.7CCC (LGBTQ+)FairMT
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FairMTtype=hybrid-fair-MTL2025.11 | 73.7 | 21.7 | 4.9 | 19.5 | 69.3 | 23.9 | 10.2 | 21.1 | 71.1 | 20.7 | 7.2 | 19.9 | |
| MGDAtype=multi-task2025.11 | 73.4 | 34.9 | 12.5 | 27.4 | 69.2 | 42.7 | 18.2 | 38.9 | 72 | 39.8 | 15.8 | 35.3 | |
| GradNormtype=multi-task2025.11 | 71.5 | 39.5 | 14.9 | 26.8 | 68.4 | 41.1 | 18.8 | 35.6 | 69.4 | 39.9 | 22.3 | 38.3 | |
| MGDA-UFaTEtype=hybrid-fair-MTL2025.11 | 68.9 | 24.9 | 6 | 22.8 | 64.1 | 29.2 | 14.5 | 27.3 | 66.5 | 28.4 | 11.8 | 23.3 | |
| LNLtype=fairness-only2025.11 | 67.7 | 28.3 | 9.7 | 23.9 | 65.3 | 32.9 | 15.1 | 27.9 | 66.1 | 29.9 | 9.5 | 21.6 | |
| MGDA-Meantype=hybrid-fair-MTL2025.11 | 67.6 | 31.1 | 11.2 | 24.3 | 63.7 | 36.7 | 16.2 | 31.9 | 64.4 | 33.9 | 12.3 | 31.3 | |
| UFaTEtype=fairness-only2025.11 | 65.9 | 25.5 | 7.3 | 21.7 | 62.6 | 27.8 | 15.2 | 26.1 | 63.7 | 25.4 | 12.8 | 24.3 |