Metric: NER Macro F1 (higher is better)
| # | Model↕ | NER Macro F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Deeper | 87 | No | Deeper Task-Specificity Improves Joint Entity an... | 2020-02-15 | Code |
| 2 | Table-Sequence | 86.9 | No | Two are Better than One: Joint Entity and Relati... | 2020-10-08 | Code |
| 3 | SpERT | 86.25 | No | Span-based Joint Entity and Relation Extraction ... | 2019-09-17 | Code |
| 4 | Biaffine attention | 86.2 | No | End-to-end neural relation extraction using deep... | 2018-12-29 | Code |
| 5 | Relation-Metric with AT | 84.15 | No | Neural Metric Learning for Fast End-to-End Relat... | 2019-05-17 | - |
| 6 | multi-head | 83.9 | No | Joint entity recognition and relation extraction... | 2018-04-20 | Code |
| 7 | multi-head + AT | 83.6 | No | Adversarial training for multi-context joint ent... | 2018-08-21 | Code |