Hate Speech Detection on HASOC
73.6AccuracyBERT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| BERTevidence-enhanced=true2024.10 | 73.6 | — | — | — | |
| BERTevidence-enhanced=false2024.10 | 71.8 | — | — | — | |
| HYPHENevidence-enhanced=true2024.10 | 71.4 | — | — | — | |
| DEFENDevidence-enhanced=true2024.10 | 71.3 | — | — | — | |
| GETevidence-enhanced=true2024.10 | 69.8 | — | — | — | |
| DEBERTAevidence-enhanced=true2024.10 | 68.5 | — | — | — | |
| DEBERTAevidence-enhanced=false2024.10 | 67.8 | — | — | — | |
| CHATGPTprompting-style=Vanilla (VAN)2024.10 | 60.7 | — | — | — | |
| MISTRALprompting-style=Vanilla (VaN)2024.10 | 60.2 | — | — | — | |
| MISTRALevidence-enhanced=true2024.10 | 59.5 | — | — | — | |
| CHATGPTevidence-enhanced=true2024.10 | 59.4 | — | — | — | |
| BERTbaseline_type=Generic neural2022.09 | — | 64.6 | 65.1 | 64.1 | |
| dEFENDbaseline_type=Generic neural2022.09 | — | 66.7 | 67.2 | 65.7 | |
| HANbaseline_type=Generic neural2022.09 | — | 65.8 | 68.1 | 61.4 | |
| Hyphen-euclideanmanifold=Euclidean2022.09 | — | 71.2 | 70.3 | 70.2 | |
| Hyphen-hyperbolicmanifold=Hyperbolic2022.09 | — | 74.8 | 71.8 | 71.3 | |
| RoBERTabaseline_type=Generic neural2022.09 | — | 64.7 | 66.1 | 64.8 | |
| SOTA-1baseline_type=Data-specific2022.09 | — | 53.1 | 52.9 | 59.1 | |
| SOTA-2baseline_type=Data-specific2022.09 | — | 65.2 | 69.7 | 63.4 | |
| SOTA-3baseline_type=Data-specific2022.09 | — | 68.6 | 69.9 | 69.8 |