Hate Speech Detection on SBIC
84.8Total F1CE+ImpCon
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CE+ImpConEncoder=HateBERT, Training Source=SBIC2026.06 | 84.8 | — | — | — | — | |
| CE+SharedConEncoder=HateBERT, Training Source=SBIC2026.06 | 84.5 | — | — | — | — | |
| CE+AugSHEncoder=HateBERT, Training Source=SBIC2026.06 | 84.4 | — | — | — | — | |
| CE+ImpSHEncoder=HateBERT, Training Source=SBIC2026.06 | 84.4 | — | — | — | — | |
| CE+SCLEncoder=HateBERT, Training Source=SBIC2026.06 | 84.3 | — | — | — | — | |
| CE+ImpSHEncoder=BERT, Training Source=SBIC2026.06 | 84.1 | — | — | — | — | |
| CEEncoder=HateBERT, Training Source=SBIC2026.06 | 84.1 | — | — | — | — | |
| CE+ImpConEncoder=BERT, Training Source=SBIC2026.06 | 83.8 | — | — | — | — | |
| CE+SharedConEncoder=BERT, Training Source=SBIC2026.06 | 83.8 | — | — | — | — | |
| CEEncoder=BERT, Training Source=SBIC2026.06 | 83.7 | — | — | — | — | |
| CE+SCLEncoder=BERT, Training Source=SBIC2026.06 | 83.7 | — | — | — | — | |
| CE+AugSHEncoder=BERT, Training Source=SBIC2026.06 | 82.3 | — | — | — | — | |
| CE+SharedConEncoder=BERT, Training Source=IHC2026.06 | 65.2 | — | — | — | — | |
| CE+ImpSHEncoder=HateBERT, Training Source=IHC2026.06 | 65 | — | — | — | — | |
| CE+ImpConEncoder=HateBERT, Training Source=IHC2026.06 | 63.9 | — | — | — | — | |
| CE+SharedConEncoder=HateBERT, Training Source=IHC2026.06 | 63.5 | — | — | — | — | |
| CE+ImpSHEncoder=BERT, Training Source=IHC2026.06 | 61.4 | — | — | — | — | |
| CE+ImpConEncoder=BERT, Training Source=IHC2026.06 | 60.8 | — | — | — | — | |
| CE+SCLEncoder=BERT, Training Source=IHC2026.06 | 59.8 | — | — | — | — | |
| CE+AugSHEncoder=BERT, Training Source=IHC2026.06 | 59.2 | — | — | — | — | |
| CEEncoder=HateBERT, Training Source=IHC2026.06 | 58.8 | — | — | — | — | |
| CE+AugSHEncoder=HateBERT, Training Source=IHC2026.06 | 58.2 | — | — | — | — | |
| Refugees2025.09 | 57 | -0.007 | 0.006 | 0.029 | -0.009 | |
| CEEncoder=BERT, Training Source=IHC2026.06 | 56.9 | — | — | — | — | |
| CE+SCLEncoder=HateBERT, Training Source=IHC2026.06 | 55.9 | — | — | — | — | |
| HateBert2025.09 | 51 | -0.0031 | -0.0023 | 0.0055 | 0.0055 | |
| MistralParameters=7B2025.09 | 49 | -0.0023 | 0.0031 | -0.0021 | 0.0053 | |
| OlmoParameters=7B2025.09 | 48 | -0.0068 | 0.0004 | 0.051 | -0.012 | |
| BloomParameters=7B2025.09 | 48 | -0.003 | -0.0014 | 0.019 | 0.016 | |
| DistilRoberta2025.09 | 44 | -0.011 | 0.006 | -0.019 | 0.01 | |
| IMSyPP2025.09 | 41 | 0.058 | -0.017 | -0.04 | 0.01 | |
| MuRIL2025.09 | 36 | 0.01 | 0 | -0.0055 | 0.012 | |
| Pysentimiento2025.09 | 35 | 0.008 | 0.002 | -0.0058 | 0.026 | |
| Twitter-Roberta-Base2025.09 | 31 | 0.001 | 0.008 | -0.019 | 0.027 | |
| Dynabench2025.09 | 29 | -0.005 | 0.005 | -0.026 | 0.035 |