| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Hate Speech | NHP Context-Free Data Aug. | Accuracy90.51 | 49 | 4mo ago | |
| HateXplain (test) | X-MuTeST with LLM | Macro F1 Score85.13 | 44 | 26d ago | |
| SBIC | Total F184.8 | 35 | 1mo ago | ||
| TE-Hate | SC | Accuracy74.22 | 30 | 4mo ago | |
| HateXplain | iPOE-h | F1-macro57 | 27 | 2mo ago | |
| ETHOS-R | Similar | Accuracy89.7 | 25 | 4mo ago | |
| ETHOS-SO | Similar | Accuracy89.2 | 25 | 4mo ago | |
| IHC | F1 Score78.4 | 24 | 1mo ago | ||
| DYNAHATE | F1 Score62 | 24 | 1mo ago | ||
| POPQUORN | gated demographic residual model | Accuracy76.8 | 19 | 1mo ago | |
| MHS | LLaMA-3.2-1B-LoRA | Accuracy81.83 | 19 | 1mo ago | |
| Bangla | Accuracy93.13 | 15 | 3mo ago | ||
| HateXplain (held-out) | ExpNet | F1 Score47.3 | 14 | 4mo ago | |
| Ethos (test) | UNIPROMPT | Accuracy0.937 | 14 | 4mo ago | |
| HateWas v1 (test) | InfoD-B | Macro F157.65 | 14 | 4mo ago | |
| Stormfront → GHC (test) | Source F157.2 | 14 | 4mo ago | ||
| HatEval → GHC (test) | Source F10.642 | 14 | 4mo ago | ||
| Stormfront -> GHC 94 mins annotation (test) | Source F159.5 | 14 | 4mo ago | ||
| HatEval -> GHC 80 mins annotation (test) | Source F163.7 | 14 | 4mo ago | ||
| SBIC (test) | Avg Exit12 | 12 | 4mo ago | ||
| IHC (test) | Avg Exit12 | 12 | 4mo ago | ||
| OLID (test) | AvgExit12 | 12 | 4mo ago | ||
| Hate Speech Detection (test) | BERT-base + RL-MTL | Macro F172.06 | 12 | 4mo ago | |
| CREhate | Total F1 Score55 | 11 | 4mo ago | ||
| HASOC | BERT | Accuracy73.6 | 11 | 4mo ago |
