| Pillars of Grammatical Error Correction: Comprehensive Inspection Of Contemporary Approaches In The Era of Large Language Models | ✓ Link | 81.4 | Majority-voting ensemble on best 7 models | 2024-04-23 |
| System Combination via Quality Estimation for Grammatical Error Correction | ✓ Link | 80.84 | GRECO (voting+ESC) | 2023-10-23 |
| Frustratingly Easy System Combination for Grammatical Error Correction | ✓ Link | 79.90 | ESC | |
| RedPenNet for Grammatical Error Correction: Outputs to Tokens, Attentions to Spans | ✓ Link | 77.60 | RedPenNet | 2023-09-19 |
| Improved grammatical error correction by ranking elementary edits | ✓ Link | 77.1 | clang_large_ft2-gector | 2021-11-16 |
| Unsupervised Grammatical Error Correction Rivaling Supervised Methods | ✓ Link | 76.5 | Unsupervised GEC + cLang8 | 2023-12-06 |
| Ensembling and Knowledge Distilling of Large Sequence Taggers for Grammatical Error Correction | ✓ Link | 76.05 | DeBERTa + RoBERTa + XLNet | 2022-03-24 |
| Efficient and Interpretable Grammatical Error Correction with Mixture of Experts | ✓ Link | 74.07 | MoECE | 2024-10-30 |
| GECToR -- Grammatical Error Correction: Tag, Not Rewrite | ✓ Link | 73.7 | Sequence tagging + token-level transformations + two-stage fine-tuning (+RoBERTa, XLNet) | 2020-05-26 |
| Learning to combine Grammatical Error Corrections | ✓ Link | 73.2 | BEA Combination | 2019-06-10 |
| Improving Seq2Seq Grammatical Error Correction via Decoding Interventions | ✓ Link | 73.1 | GEC-DI (LM+GED) | 2023-10-23 |
| LM-Critic: Language Models for Unsupervised Grammatical Error Correction | ✓ Link | 72.9 | LM-Critic | 2021-09-14 |
| GECToR -- Grammatical Error Correction: Tag, Not Rewrite | ✓ Link | 72.4 | Sequence tagging + token-level transformations + two-stage fine-tuning (+XLNet) | 2020-05-26 |
| An Empirical Study of Incorporating Pseudo Data into Grammatical Error Correction | ✓ Link | 70.2 | Transformer + Pre-train with Pseudo Data | 2019-09-02 |
| Encoder-Decoder Models Can Benefit from Pre-trained Masked Language Models in Grammatical Error Correction | ✓ Link | 69.8 | Transformer + Pre-train with Pseudo Data (+BERT) | 2020-05-03 |
| Neural Grammatical Error Correction Systems with Unsupervised Pre-training on Synthetic Data | ✓ Link | 69.5 | Transformer | 2019-08-01 |
| A Neural Grammatical Error Correction System Built On Better Pre-training and Sequential Transfer Learning | ✓ Link | 69.0 | Transformer | 2019-07-02 |
| Neural Quality Estimation with Multiple Hypotheses for Grammatical Error Correction | ✓ Link | 68.9 | VERNet | 2021-05-10 |
| The LAIX Systems in the BEA-2019 GEC Shared Task | | 66.78 | Ensemble of models | 2019-08-01 |