Grammatical Error Correction on JFLEG

Metric: GLEU (higher is better)

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#	Model↕	GLEU▼	Extra Data	Paper	Date↕	Code
1	VERNet	62.1	No	Neural Quality Estimation with Multiple Hypothes...	2021-05-10	Code
2	Transformer + Pre-train with Pseudo Data + BERT	62	No	Encoder-Decoder Models Can Benefit from Pre-trai...	2020-05-03	Code
3	SMT + BiGRU	61.5	No	Near Human-Level Performance in Grammatical Erro...	2018-04-16	-
4	Copy-augmented Model (4 Ensemble +Denoising Autoencoder)	61	No	Improving Grammatical Error Correction via Pre-T...	2019-03-01	Code
5	Transformer	59.9	No	Approaching Neural Grammatical Error Correction ...	2018-04-16	Code
6	CNN Seq2Seq	57.47	No	A Multilayer Convolutional Encoder-Decoder Neura...	2018-01-26	Code

#1VERNetSOTA
62.1
GLEU· 2021-05-10
Neural Quality Estimation with Multiple Hypotheses for Grammatical Error Correction Code
#2Transformer + Pre-train with Pseudo Data + BERTSOTA
62
GLEU· 2020-05-03
Encoder-Decoder Models Can Benefit from Pre-trained Masked Language Models in Grammatical Error Correction Code
#3SMT + BiGRUSOTA
61.5
GLEU· 2018-04-16
Near Human-Level Performance in Grammatical Error Correction with Hybrid Machine Translation
#4Copy-augmented Model (4 Ensemble +Denoising Autoencoder)
61
GLEU· 2019-03-01
Improving Grammatical Error Correction via Pre-Training a Copy-Augmented Architecture with Unlabeled Data Code
#5Transformer
59.9
GLEU· 2018-04-16
Approaching Neural Grammatical Error Correction as a Low-Resource Machine Translation Task Code
#6CNN Seq2SeqSOTA
57.47
GLEU· 2018-01-26
A Multilayer Convolutional Encoder-Decoder Neural Network for Grammatical Error Correction Code