| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Named Entity Recognition | OntoNotes | F1-score92.1 | 91 | |
| Named Entity Recognition | OntoNotes 5.0 (test) | F1 Score91.74 | 90 | |
| Named Entity Recognition | OntoNotes 5.0 | F1 Score92.1 | 79 | |
| Named Entity Recognition | OntoNotes 4.0 (test) | F1 Score89.52 | 55 | |
| Named Entity Recognition | OntoNotes 5 | A_T Score62.23 | 44 | |
| Entity Typing | OntoNotes (test) | Ma-F185.44 | 37 | |
| Named Entity Recognition | ONTONOTES (test) | F1 Score89.71 | 34 | |
| Fine-Grained Entity Typing | OntoNotes (test) | Macro F1 Score86.6 | 27 | |
| Named Entity Recognition | OntoNotes Onto-C 5.0 | Micro F167.58 | 26 | |
| Named Entity Recognition | OntoNotes Onto-B 5.0 | Micro-F169.69 | 26 | |
| Named Entity Recognition | OntoNotes Onto-A 5.0 | Micro F152.46 | 26 | |
| Named Entity Recognition | OntoNotes to I2B2, CoNLL, WNUT, GUM 5.0 (test) | I2B2 Score45.2 | 26 | |
| Coreference Resolution | OntoNotes | MUC93.7 | 23 | |
| Coreference Resolution | English OntoNotes 5.0 (test) | MUC Precision88.6 | 18 | |
| Named Entity Recognition | OntoNotes 4.0 | F1 Score79.18 | 18 | |
| Flat Named Entity Recognition | OntoNotes 5.0 (test) | Micro F191.9 | 17 | |
| Named Entity Recognition | Ontonotes 5.0 (50 instances) (test) | F1 Score69.98 | 16 | |
| Coreference Resolution | OntoNotes 5.0 (dev) | CoNLL F183.4 | 13 | |
| Fine-grained Entity Typing | OntoNotes augmented (test) | Macro F187.1 | 12 | |
| Named Entity Recognition | OntoNotes WB 5.0 | F1 Score68.58 | 12 | |
| Named Entity Recognition | OntoNotes MZ 5.0 | F1 Score88.87 | 12 | |
| Named Entity Recognition | OntoNotes Chinese 4.0 | F1 Score81.18 | 12 | |
| Named Entity Recognition | OntoNotes FG-8-PG-2 5.0 (test) | A_T61.75 | 11 | |
| Named Entity Recognition | OntoNotes FG-8-PG-1 5.0 (test) | A_T Score55.43 | 11 | |
| Named Entity Recognition | OntoNotes FG-2-PG-2 5.0 (test) | A_T Score58.77 | 11 |