Grammatical Error Correction on FCE

Metric: F0.5 (higher is better)

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#	Model↕	F0.5▼	Extra Data	Paper	Date↕	Code
1	VERNet	72.2	No	Neural Quality Estimation with Multiple Hypothes...	2021-05-10	Code
2	BiLSTM-JOINT	52.07	No	Jointly Learning to Label Sentences and Tokens	2018-11-14	Code
3	Ann+PAT+MT	49.11	No	Artificial Error Generation with Machine Transla...	2017-07-17	-
4	Bi-LSTM + LMcost	48.48	No	Semi-supervised Multitask Learning for Sequence ...	2017-04-24	Code
5	Bi-LSTM + err POS GR	47.7	No	Auxiliary Objectives for Neural Error Detection ...	2017-07-17	-
6	Bi-LSTM+ Error- and Grammaticality-Specific Word Embeddings	44.6	No	-	-	Code
7	Bi-LSTM + charattn	41.88	No	Attending to Characters in Neural Sequence Label...	2016-11-14	-
8	Bi-LSTM	41.1	No	Compositional Sequence Labeling Models for Error...	2016-07-20	-

#1VERNetSOTA
72.2
F0.5· 2021-05-10
Neural Quality Estimation with Multiple Hypotheses for Grammatical Error Correction Code
#2BiLSTM-JOINTSOTA
52.07
F0.5· 2018-11-14
Jointly Learning to Label Sentences and Tokens Code
#3Ann+PAT+MTSOTA
49.11
F0.5· 2017-07-17
Artificial Error Generation with Machine Translation and Syntactic Patterns
#4Bi-LSTM + LMcostSOTA
48.48
F0.5· 2017-04-24
Semi-supervised Multitask Learning for Sequence Labeling Code
#5Bi-LSTM + err POS GR
47.7
F0.5· 2017-07-17
Auxiliary Objectives for Neural Error Detection Models
#6Bi-LSTM+ Error- and Grammaticality-Specific Word Embeddings
44.6
F0.5
No paperCode
#7Bi-LSTM + charattnSOTA
41.88
F0.5· 2016-11-14
Attending to Characters in Neural Sequence Labeling Models
#8Bi-LSTMSOTA
41.1
F0.5· 2016-07-20
Compositional Sequence Labeling Models for Error Detection in Learner Writing