Grammatical Error Correction on CoNLL-2014 A1

Metric: F0.5 (higher is better)

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#	Model↕	F0.5▼	Extra Data	Paper	Date↕	Code
1	VERNet	54.3	No	Neural Quality Estimation with Multiple Hypothes...	2021-05-10	Code
2	Bi-LSTM + POS (unrestricted data)	36.1	No	Auxiliary Objectives for Neural Error Detection ...	2017-07-17	-
3	Bi-LSTM (unrestricted data)	34.3	No	Compositional Sequence Labeling Models for Error...	2016-07-20	-
4	BiLSTM-JOINT (trained on FCE)	22.14	No	Jointly Learning to Label Sentences and Tokens	2018-11-14	Code
5	Ann+PAT+MT	21.87	No	Artificial Error Generation with Machine Transla...	2017-07-17	-
6	Bi-LSTM + LMcost (trained on FCE)	17.86	No	Semi-supervised Multitask Learning for Sequence ...	2017-04-24	Code
7	Bi-LSTM + POS (trained on FCE)	17.5	No	Auxiliary Objectives for Neural Error Detection ...	2017-07-17	-
8	Bi-LSTM (trained on FCE)	16.4	No	Compositional Sequence Labeling Models for Error...	2016-07-20	-

#1VERNetSOTA
54.3
F0.5· 2021-05-10
Neural Quality Estimation with Multiple Hypotheses for Grammatical Error Correction Code
#2Bi-LSTM + POS (unrestricted data)SOTA
36.1
F0.5· 2017-07-17
Auxiliary Objectives for Neural Error Detection Models
#3Bi-LSTM (unrestricted data)SOTA
34.3
F0.5· 2016-07-20
Compositional Sequence Labeling Models for Error Detection in Learner Writing
#4BiLSTM-JOINT (trained on FCE)
22.14
F0.5· 2018-11-14
Jointly Learning to Label Sentences and Tokens Code
#5Ann+PAT+MT
21.87
F0.5· 2017-07-17
Artificial Error Generation with Machine Translation and Syntactic Patterns
#6Bi-LSTM + LMcost (trained on FCE)
17.86
F0.5· 2017-04-24
Semi-supervised Multitask Learning for Sequence Labeling Code
#7Bi-LSTM + POS (trained on FCE)
17.5
F0.5· 2017-07-17
Auxiliary Objectives for Neural Error Detection Models
#8Bi-LSTM (trained on FCE)
16.4
F0.5· 2016-07-20
Compositional Sequence Labeling Models for Error Detection in Learner Writing