Toxicity Detection on CivilComments BERT (test)
0.57Oracle ECEPlatt
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Platt(Base, Post)=(PN, UU), Backbone=BERT2026.05 | 0.57 | 8.02 | 0.37 | 0.61 | 9.17 | 0.39 | 90.88 | |
| Platt(Base, Post)=(PN, PU), Backbone=BERT2026.05 | 0.59 | 8.1 | 0.37 | 0.75 | 10.74 | 0.43 | 90.89 | |
| Temp(Base, Post)=(PN, UU), Backbone=BERT2026.05 | 0.71 | 8.83 | 0.41 | 0.74 | 10.22 | 0.43 | 90.96 | |
| Temp(Base, Post)=(PN, PU), Backbone=BERT2026.05 | 0.72 | 8.76 | 0.4 | 0.79 | 11.42 | 0.44 | 90.96 | |
| Platt(Base, Post)=(PU, PU), Backbone=BERT2026.05 | 1.06 | 5.88 | 0.3 | 1 | 8.31 | 0.32 | 90.9 | |
| Platt(Base, Post)=(UU, UU), Backbone=BERT2026.05 | 1.08 | 5.52 | 0.25 | 1.09 | 6.7 | 0.25 | 91.2 | |
| Temp(Base, Post)=(UU, UU), Backbone=BERT2026.05 | 1.22 | 5.69 | 0.27 | 1.22 | 6.68 | 0.28 | 91.22 | |
| WLMC(Base, Post)=(PN, PU), Backbone=BERT2026.05 | 1.27 | 9.26 | 0.58 | 1.35 | 11.72 | 0.61 | 90.96 | |
| Platt(Base, Post)=(PN, PN), Backbone=BERT2026.05 | 1.31 | 10.83 | 0.65 | 1.31 | 10.83 | 0.65 | 90.94 | |
| WLMC(Base, Post)=(PN, PN), Backbone=BERT2026.05 | 1.35 | 9.16 | 0.61 | 1.35 | 9.16 | 0.61 | 90.96 | |
| WLMC(Base, Post)=(PN, UU), Backbone=BERT2026.05 | 1.35 | 9.19 | 0.61 | 1.38 | 10.04 | 0.6 | 90.96 | |
| WLMC(Base, Post)=(UU, UU), Backbone=BERT2026.05 | 1.46 | 6 | 0.47 | 1.47 | 6.94 | 0.47 | 91.22 | |
| ERM(Base, Post)=(UU, UU), Backbone=BERT2026.05 | 1.56 | 6.21 | 0.54 | 1.57 | 7.14 | 0.55 | 91.22 | |
| Temp(Base, Post)=(PU, PU), Backbone=BERT2026.05 | 1.62 | 8.78 | 0.47 | 1.61 | 10.01 | 0.47 | 90.81 | |
| ERM(Base, Post)=(PN, PN), Backbone=BERT2026.05 | 1.64 | 9.8 | 0.87 | 1.64 | 9.79 | 0.87 | 90.96 | |
| ERM(Base, Post)=(PN, PU), Backbone=BERT2026.05 | 1.64 | 9.8 | 0.87 | 1.64 | 9.79 | 0.87 | 90.96 | |
| ERM(Base, Post)=(PN, UU), Backbone=BERT2026.05 | 1.64 | 9.8 | 0.87 | 1.64 | 9.79 | 0.87 | 90.96 | |
| WLMC(Base, Post)=(PU, PU), Backbone=BERT2026.05 | 2.27 | 9.26 | 0.7 | 2.24 | 10.01 | 0.65 | 90.81 | |
| Temp(Base, Post)=(PN, PN), Backbone=BERT2026.05 | 2.48 | 8.64 | 1.52 | 2.48 | 8.64 | 1.52 | 90.96 | |
| ERM(Base, Post)=(PU, PU), Backbone=BERT2026.05 | 2.79 | 10.78 | 1.24 | 2.79 | 11.56 | 1.21 | 90.81 |