Grammatical Error Correction on CoNLL M2 14
72.6Precision (P)BERT-fuse GED + R2L
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BERT-fuse GED + R2Lpseudo-data=true, ensemble=true, R2L=true2020.05 | 72.6 | 46.4 | 65.2 | |
| BERT-fuse (GED)R2L=true2021.05 | 72.6 | 46.4 | 65.2 | |
| Kiyono et al.*pseudo-data=true, ensemble=true2020.05 | 72.4 | 46.1 | 65 | |
| Basic GECR2L=true2021.05 | 72.4 | 46.1 | 65 | |
| ELECTRA-VERNetTop-K=3, Backbone=ELECTRA2021.05 | 71.87 | 44.13 | 63.84 | |
| ELECTRA-VERNetTop-K=4, Backbone=ELECTRA2021.05 | 71.85 | 43.81 | 63.69 | |
| ELECTRA-VERNetTop-K=5, Backbone=ELECTRA2021.05 | 71.58 | 43.57 | 63.43 | |
| ELECTRA-VERNetTop-K=2, Backbone=ELECTRA2021.05 | 71.21 | 44.24 | 63.47 | |
| BERT-VERNetTop-K=4, Backbone=BERT2021.05 | 70.79 | 42.72 | 62.56 | |
| BERT-VERNetTop-K=5, Backbone=BERT2021.05 | 70.6 | 42.5 | 62.36 | |
| BERT-VERNetTop-K=3, Backbone=BERT2021.05 | 70.49 | 43.16 | 62.57 | |
| BERT-VERNetTop-K=2, Backbone=BERT2021.05 | 69.98 | 43.69 | 62.47 | |
| BERT-fuse GEDpseudo-data=true, ensemble=false2020.05 | 69.2 | 45.6 | 62.6 | |
| BERT-fuse (GED)R2L=false2021.05 | 69.2 | 45.6 | 62.6 | |
| BERT-fuse maskpseudo-data=true, ensemble=false2020.05 | 68.8 | 45.3 | 62.3 | |
| Basic GECR2L=false2021.05 | 68.59 | 44.87 | 62.03 | |
| w/o BERTpseudo-data=true, ensemble=false2020.05 | 68.5 | 44.8 | 61.9 | |
| BERT-fusepseudo-data=true, ensemble=false2020.05 | 68.3 | 45.7 | 62.1 | |
| Kiyono et al.pseudo-data=true, ensemble=false2020.05 | 67.9 | 44.1 | 61.3 | |
| Lichtarge et al.pseudo-data=true, ensemble=true2020.05 | 66.7 | 43.9 | 60.4 | |
| Awasthi et al.pseudo-data=true, ensemble=false2020.05 | 66.1 | 43 | 59.7 | |
| BERT-fuse GEDpseudo-data=false, ensemble=false2020.05 | 63.6 | 33 | 53.6 | |
| Lichtarge et al.pseudo-data=true, ensemble=false2020.05 | 63.5 | 37.1 | 56.8 | |
| BERT-fuse maskpseudo-data=false, ensemble=false2020.05 | 62.9 | 32.2 | 52.8 | |
| BERT-fusepseudo-data=false, ensemble=false2020.05 | 62.3 | 31.3 | 52 | |
| BERT-initpseudo-data=false, ensemble=false2020.05 | 61.3 | 31.5 | 51.4 | |
| w/o BERTpseudo-data=false, ensemble=false2020.05 | 59.2 | 31.2 | 50.2 |