Metric: NER Micro F1 (higher is better)
| # | Model↕ | NER Micro F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PL-Marker | 90.4 | No | Packed Levitated Marker for Entity and Relation ... | 2021-09-13 | Code |
| 2 | Ours: cross-sentence ALB | 90.3 | No | A Frustratingly Easy Approach for Entity and Rel... | 2020-10-24 | Code |
| 3 | PFN | 89.3 | No | A Partition Filter Network for Joint Entity and ... | 2021-08-27 | Code |
| 4 | Table-Sequence | 88.6 | No | Two are Better than One: Joint Entity and Relati... | 2020-10-08 | Code |
| 5 | DyGIE | 87.4 | No | A General Framework for Information Extraction u... | 2019-04-05 | Code |
| 6 | Multi-turn QA | 83.6 | No | Entity-Relation Extraction as Multi-Turn Questio... | 2019-05-14 | Code |
| 7 | SPTree | 81.8 | No | End-to-End Relation Extraction using LSTMs on Se... | 2016-01-05 | Code |
| 8 | multi-head + AT | 81.64 | No | Adversarial training for multi-context joint ent... | 2018-08-21 | Code |
| 9 | multi-head | 81.16 | No | Joint entity recognition and relation extraction... | 2018-04-20 | Code |
| 10 | Joint w/ Global | 79.7 | No | - | - | - |
| 11 | Attention | 79.6 | No | - | - | - |