Sequence tagging + token-level transformations + two-stage fine-tuning (+BERT, RoBERTa, XLNet)

Reported on 3 benchmarks across 1 task · 1 paper · 2 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing3 results

Grammatical Error CorrectiononCoNLL-2014 Shared Task
F0.5· 2020-05-26
66.5
best: 72.8 (Ensembles of best 7 models + GRECO + GTP-rerank)
SOTA
GECToR -- Grammatical Error Correction: Tag, Not Rewrite arXiv:2005.12592
Grammatical Error CorrectiononCoNLL-2014 Shared Task
Precision· 2020-05-26
78.2
best: 83.9 (Ensembles of best 7 models + GRECO + GTP-rerank)
SOTA
GECToR -- Grammatical Error Correction: Tag, Not Rewrite arXiv:2005.12592
Grammatical Error CorrectiononCoNLL-2014 Shared Task
Recall· 2020-05-26
41.5
best: 53.8 (Unsupervised GEC + cLang8)
GECToR -- Grammatical Error Correction: Tag, Not Rewrite arXiv:2005.12592