Metric: F0.5 (higher is better)
| # | Model↕ | F0.5▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | VERNet | 72.2 | No | Neural Quality Estimation with Multiple Hypothes... | 2021-05-10 | Code |
| 2 | BiLSTM-JOINT | 52.07 | No | Jointly Learning to Label Sentences and Tokens | 2018-11-14 | Code |
| 3 | Ann+PAT+MT | 49.11 | No | Artificial Error Generation with Machine Transla... | 2017-07-17 | - |
| 4 | Bi-LSTM + LMcost | 48.48 | No | Semi-supervised Multitask Learning for Sequence ... | 2017-04-24 | Code |
| 5 | Bi-LSTM + err POS GR | 47.7 | No | Auxiliary Objectives for Neural Error Detection ... | 2017-07-17 | - |
| 6 | Bi-LSTM+ Error- and Grammaticality-Specific Word Embeddings | 44.6 | No | - | - | Code |
| 7 | Bi-LSTM + charattn | 41.88 | No | Attending to Characters in Neural Sequence Label... | 2016-11-14 | - |
| 8 | Bi-LSTM | 41.1 | No | Compositional Sequence Labeling Models for Error... | 2016-07-20 | - |