Hate Speech Detection on Stormfront → GHC (test)
57.2Source F1Source model
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Source modelBackbone=BERT-Base2021.03 | 57.2 | 42.1 | 16 | |
| Fine-tune (C_sample)Backbone=BERT-Base2021.03 | 56.4 | 45.6 | 20.3 | |
| L2-reg (C_sample)Backbone=BERT-Base2021.03 | 55.8 | 46.8 | 26.8 | |
| Distillation (C_sample)Backbone=BERT-Base2021.03 | 54.4 | 46.6 | 112.6 | |
| REMOTE (Rs)Backbone=BERT-Base2021.03 | 49.9 | 45.7 | 12.6 | |
| REMOTE (Rs + Ch)Backbone=BERT-Base2021.03 | 47.4 | 51.1 | 34.6 | |
| Fine-tune (C_all)Backbone=BERT-Base2021.03 | 46.9 | 52.9 | 115 | |
| Distillation (C_sample)Backbone=Bi-LSTM+Attention2021.03 | 45.2 | 29.5 | 151.3 | |
| Source modelBackbone=Bi-LSTM+Attention2021.03 | 44.7 | 26.3 | 157.2 | |
| L2-reg (C_sample)Backbone=Bi-LSTM+Attention2021.03 | 44.3 | 30.1 | 157.3 | |
| Fine-tune (C_sample)Backbone=Bi-LSTM+Attention2021.03 | 42.9 | 29.1 | 201.8 | |
| Fine-tune (C_all)Backbone=Bi-LSTM+Attention2021.03 | 42.5 | 44.5 | — | |
| REMOTE (Rsoft + Cstrict)Backbone=Bi-LSTM+Attention2021.03 | 42.2 | 33.5 | 65.2 | |
| REMOTE (Rsoft)Backbone=Bi-LSTM+Attention2021.03 | 36.8 | 31.5 | 18.6 |