Metric: F1 score (higher is better)
| # | Model↕ | F1 score▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Attach-Juxtapose Parser + BERT | 93.52 | No | Strongly Incremental Constituency Parsing with G... | 2020-10-27 | Code |
| 2 | SAPar + BERT | 92.66 | No | Improving Constituency Parsing with Span Attention | 2020-10-15 | Code |
| 3 | N-ary semi-markov + BERT | 92.5 | No | - | - | Code |
| 4 | Hashing + Bert | 92.33 | No | To be Continuous, or to be Discrete, Those are B... | 2024-06-12 | Code |
| 5 | CRF Parser + BERT | 92.27 | No | Fast and Accurate Neural CRF Constituency Parsing | 2020-08-09 | Code |
| 6 | Kitaev etal. 2019 | 91.75 | No | Multilingual Constituency Parsing with Self-Atte... | 2018-12-31 | Code |
| 7 | CRF Parser | 89.8 | No | Fast and Accurate Neural CRF Constituency Parsing | 2020-08-09 | Code |
| 8 | Zhou etal. 2019 | 89.4 | No | Head-Driven Phrase Structure Grammar Parsing on ... | 2019-07-05 | Code |
| 9 | Kitaev etal. 2018 | 87.43 | No | Constituency Parsing with a Self-Attentive Encoder | 2018-05-02 | Code |