SOTA Grammatical Error Correction benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
CoNLL 2014 (test)	AGGR-RANK*	F0.5 Score72.2	207	3d ago
BEA shared task 2019 (test)	GRECO voting+ESC	F0.5 Score80.84	139	3d ago
NLPCC-18 Chinese GEC (test)	Traditional Voting	Precision67.33	49	3d ago
JFLEG	Transformer + Pre-training + Iterative refinement + Ensemble Decoding (8)	GLEU63.3	47	3d ago
JFLEG (test)	Lichtarge et al. (2020)	GLEU64.9	45	3d ago
GEC	TAG	Hard F1 Score36.5	40	3d ago
CoNLL 2014		F0.565.2	39	3d ago
MuCGEC (test)	Traditional Voting	Precision76.13	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 Score63.4	19	3d ago
IceEC 1.0 (test)	ByT5	GLEU87.4	17	3d ago
FCGEC (test)	Alirector	Precision69.44	17	3d ago
NLPCC word-level (test)	Traditional Voting	Precision64.51	17	3d ago
IceEC dyslexic	ByT5 for GEC	F0.5 Score57	16	3d ago
IceEC (test)	ByT5 for GEC	F0.5 Score54	16	3d ago
CoNLL-10	Base + FB learning	F0.5 Score76.88	16	3d ago
BEA (dev)	AGGR-RANK	Precision (%)71.7	14	3d ago
RULEC-GEC Russian (test)	gT5 xxl	F0.5 Score51.62	14	3d ago
BEA 2019 (test)	T5-XXL	F0.575.9	12	3d ago
BEA 19	Basic GEC	Precision74.7	12	3d ago
FCE M2 (test)	BERT-fuse GED	Precision65	10	3d ago
BEA (test)	AGGR-RANK	Precision87.5	9	3d ago
FCGEC		EM65.25	9	3d ago
FCE	ELECTRA-VERNet	Precision59.95	9	3d ago
W&I+L (dev)		F0.555.37	9	3d ago

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