Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ACE + document-context | 95.7 | No | Automated Concatenation of Embeddings for Struct... | 2020-10-10 | Code |
| 2 | FLERT XLM-R | 95.21 | No | FLERT: Document-Level Features for Named Entity ... | 2020-11-13 | Code |
| 3 | ACE | 94.6 | No | Automated Concatenation of Embeddings for Struct... | 2020-10-10 | Code |
| 4 | Biaffine-NER | 93.7 | No | Named Entity Recognition as Dependency Parsing | 2020-05-14 | Code |
| 5 | Cross-sentence context (CMV) | 93.49 | No | Exploring Cross-sentence Contexts for Named Enti... | 2020-06-02 | Code |
| 6 | Straková et al., 2019 | 92.7 | No | Neural Architectures for Nested NER through Line... | 2019-08-19 | Code |