Metric: RE+ Macro F1 (higher is better)
| # | Model↕ | RE+ Macro F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PFN (ALBERT XXL, average aggregation) | 83.9 | No | An Information Extraction Study: Take In Mind th... | 2023-03-27 | Code |
| 2 | Deeper | 83.74 | No | Deeper Task-Specificity Improves Joint Entity an... | 2020-02-15 | Code |
| 3 | PFN (ALBERT XXL, no aggregation) | 83.2 | No | A Partition Filter Network for Joint Entity and ... | 2021-08-27 | Code |
| 4 | SpERT.PL (without overlap and BioBERT) | 82.39 | No | - | - | Code |
| 5 | REBEL (including overlapping entities) | 82.2 | Yes | - | - | Code |
| 6 | SpERT.PL (with overlap and BioBERT) | 82.03 | No | - | - | Code |
| 7 | CMAN | 81.14 | No | - | - | - |
| 8 | Table-Sequence | 80.1 | No | Two are Better than One: Joint Entity and Relati... | 2020-10-08 | Code |
| 9 | CLDR + CLNER | 79.97 | No | Imposing Relation Structure in Language-Model Em... | 2021-09-02 | Code |
| 10 | SpERT (without overlap) | 79.24 | No | Span-based Joint Entity and Relation Extraction ... | 2019-09-17 | Code |
| 11 | SpERT (with overlap) | 78.84 | No | Span-based Joint Entity and Relation Extraction ... | 2019-09-17 | Code |
| 12 | Relation-Metric | 77.19 | No | Neural Metric Learning for Fast End-to-End Relat... | 2019-05-17 | - |
| 13 | multi-head + AT | 75.52 | No | Adversarial training for multi-context joint ent... | 2018-08-21 | Code |
| 14 | multi-head | 74.58 | No | Joint entity recognition and relation extraction... | 2018-04-20 | Code |