Metric: Recall (higher is better)
| # | Model↕ | Recall▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Unsupervised GEC + cLang8 | 53.8 | No | - | - | Code |
| 2 | MoECE | 50.21 | No | Efficient and Interpretable Grammatical Error Co... | 2024-10-30 | Code |
| 3 | GRECO (voting+ESC) | 49.86 | No | System Combination via Quality Estimation for Gr... | 2023-10-23 | Code |
| 4 | SynGEC | 49 | No | SynGEC: Syntax-Enhanced Grammatical Error Correc... | 2022-10-22 | Code |
| 5 | Ensembles of best 7 models + GRECO + GTP-rerank | 47.5 | No | Pillars of Grammatical Error Correction: Compreh... | 2024-04-23 | Code |
| 6 | GEC-DI (LM+GED) | 46.8 | No | Improving Seq2Seq Grammatical Error Correction v... | 2023-10-23 | Code |
| 7 | Majority-voting ensemble on best 7 models | 45.7 | No | Pillars of Grammatical Error Correction: Compreh... | 2024-04-23 | Code |
| 8 | BART | 45.1 | No | Stronger Baselines for Grammatical Error Correct... | 2020-05-24 | Code |
| 9 | ESC | 43.78 | No | - | - | Code |
| 10 | Sequence tagging + token-level transformations + two-stage fine-tuning (+BERT, RoBERTa, XLNet) | 41.5 | No | GECToR -- Grammatical Error Correction: Tag, Not... | 2020-05-26 | Code |
| 11 | Sequence tagging + token-level transformations + two-stage fine-tuning (+XLNet) | 40.1 | No | GECToR -- Grammatical Error Correction: Tag, Not... | 2020-05-26 | Code |
| 12 | Copy-augmented Model (4 Ensemble +Denoising Autoencoder) | 38.65 | No | Improving Grammatical Error Correction via Pre-T... | 2019-03-01 | Code |