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SOTA Grammatical Error Correction benchmarks and papers with code | Wizwand
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Grammatical Error Correction
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
CoNLL 2014 (test)
AGGR-RANK*
F0.5 Score
72.2
207
3d ago
BEA shared task 2019 (test)
GRECO voting+ESC
F0.5 Score
80.84
139
3d ago
NLPCC-18 Chinese GEC (test)
Traditional Voting
Precision
67.33
49
3d ago
JFLEG
Transformer + Pre-training + Iterative refinement + Ensemble Decoding (8)
GLEU
63.3
47
3d ago
JFLEG (test)
Lichtarge et al. (2020)
GLEU
64.9
45
3d ago
GEC
TAG
Hard F1 Score
36.5
40
3d ago
CoNLL 2014
Kaneko et al.
F0.5
65.2
39
3d ago
MuCGEC (test)
Traditional Voting
Precision
76.13
34
3d ago
CoNLL M2 14
BERT-fuse GED + R2L
Precision (P)
72.6
27
3d ago
BEA 2019 (dev)
GRECO voting+ESC
F0.5 Score
63.4
19
3d ago
IceEC 1.0 (test)
ByT5
GLEU
87.4
17
3d ago
FCGEC (test)
Alirector
Precision
69.44
17
3d ago
NLPCC word-level (test)
Traditional Voting
Precision
64.51
17
3d ago
IceEC dyslexic
ByT5 for GEC
F0.5 Score
57
16
3d ago
IceEC (test)
ByT5 for GEC
F0.5 Score
54
16
3d ago
CoNLL-10
Base + FB learning
F0.5 Score
76.88
16
3d ago
BEA (dev)
AGGR-RANK
Precision (%)
71.7
14
3d ago
RULEC-GEC Russian (test)
gT5 xxl
F0.5 Score
51.62
14
3d ago
BEA 2019 (test)
T5-XXL
F0.5
75.9
12
3d ago
BEA 19
Basic GEC
Precision
74.7
12
3d ago
FCE M2 (test)
BERT-fuse GED
Precision
65
10
3d ago
BEA (test)
AGGR-RANK
Precision
87.5
9
3d ago
FCGEC
Human
EM
65.25
9
3d ago
FCE
ELECTRA-VERNet
Precision
59.95
9
3d ago
W&I+L (dev)
Xu et al. (2019)
F0.5
55.37
9
3d ago
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