Metric: Precision (higher is better)
| # | Model↕ | Precision▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Ensembles of best 7 models + GRECO + GTP-rerank | 83.9 | No | Pillars of Grammatical Error Correction: Compreh... | 2024-04-23 | Code |
| 2 | Majority-voting ensemble on best 7 models | 83.7 | No | Pillars of Grammatical Error Correction: Compreh... | 2024-04-23 | Code |
| 3 | ESC | 81.48 | No | - | - | Code |
| 4 | GRECO (voting+ESC) | 79.6 | No | System Combination via Quality Estimation for Gr... | 2023-10-23 | Code |
| 5 | GEC-DI (LM+GED) | 79.2 | No | Improving Seq2Seq Grammatical Error Correction v... | 2023-10-23 | Code |
| 6 | Sequence tagging + token-level transformations + two-stage fine-tuning (+BERT, RoBERTa, XLNet) | 78.2 | No | GECToR -- Grammatical Error Correction: Tag, Not... | 2020-05-26 | Code |
| 7 | Sequence tagging + token-level transformations + two-stage fine-tuning (+XLNet) | 77.5 | No | GECToR -- Grammatical Error Correction: Tag, Not... | 2020-05-26 | Code |
| 8 | Unsupervised GEC + cLang8 | 75 | No | - | - | Code |
| 9 | SynGEC | 74.7 | No | SynGEC: Syntax-Enhanced Grammatical Error Correc... | 2022-10-22 | Code |
| 10 | MoECE | 74.29 | No | Efficient and Interpretable Grammatical Error Co... | 2024-10-30 | Code |
| 11 | Copy-augmented Model (4 Ensemble +Denoising Autoencoder) | 71.57 | No | Improving Grammatical Error Correction via Pre-T... | 2019-03-01 | Code |
| 12 | BART | 69.9 | No | Stronger Baselines for Grammatical Error Correct... | 2020-05-24 | Code |