Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | BoningKnife | 86.41 | No | BoningKnife: Joint Entity Mention Detection and ... | 2021-07-20 | - |
| 2 | BERT-MRC | 85.98 | Yes | A Unified MRC Framework for Named Entity Recogni... | 2019-10-25 | Code |
| 3 | Second-best learning and decoding | 85.82 | No | Nested Named Entity Recognition via Second-best ... | 2019-09-05 | Code |
| 4 | seq2seq+BERT+Flair | 84.4 | No | Neural Architectures for Nested NER through Line... | 2019-08-19 | Code |
| 5 | MGNER | 79.5 | No | Multi-Grained Named Entity Recognition | 2019-06-20 | Code |
| 6 | Neural segmental hypergraphs | 75.1 | No | Neural Segmental Hypergraphs for Overlapping Men... | 2018-10-03 | Code |
| 7 | Neural transition-based model | 73.1 | No | A Neural Transition-based Model for Nested Menti... | 2018-10-03 | Code |