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	23d ago
BEA shared task 2019 (test)	GRECO voting+ESC	F0.5 Score80.84	139	3mo ago
JFLEG (test)	Lichtarge et al. (2020)	GLEU64.9	60	20d ago
NLPCC-18 Chinese GEC (test)	Traditional Voting	Precision67.33	49	3mo ago
JFLEG	Transformer + Pre-training + Iterative refinement + Ensemble Decoding (8)	GLEU63.3	47	3mo ago
GEC	TAG	Hard F1 Score36.5	40	3mo ago
CoNLL 2014		F0.565.2	39	3mo ago
MuCGEC (test)	Traditional Voting	Precision76.13	34	3mo ago
BEA 2019 (test)	T5-XXL	F0.575.9	27	20d ago
CoNLL M2 14	BERT-fuse GED + R2L	Precision (P)72.6	27	3mo ago
BEA 2019 (dev)	GRECO voting+ESC	F0.5 Score63.4	19	3mo ago
IceEC 1.0 (test)	ByT5	GLEU87.4	17	3mo ago
FCGEC (test)	Alirector	Precision69.44	17	3mo ago
NLPCC word-level (test)	Traditional Voting	Precision64.51	17	3mo ago
IceEC dyslexic	ByT5 for GEC	F0.5 Score57	16	3mo ago
IceEC (test)	ByT5 for GEC	F0.5 Score54	16	3mo ago
CoNLL-10	Base + FB learning	F0.5 Score76.88	16	3mo ago
CWEB-G (test)	GECToR (deberta-v3-large)	Precision56.1	15	20d ago
BEA (dev)	AGGR-RANK	Precision (%)71.7	14	3mo ago
RULEC-GEC Russian (test)	gT5 xxl	F0.5 Score51.62	14	3mo ago
BEA 19	Basic GEC	Precision74.7	12	3mo ago
FCE M2 (test)	BERT-fuse GED	Precision65	10	3mo ago
RONACC	gemma-3-12b-it	GLEU87.1	9	20d ago
Hi-GEC	Llama-3.1-8B-Instruct	GLEU71.4	9	20d ago
Kor-learner	gemma-3-12b-it	Precision50.9	9	20d ago

Showing 25 of 57 rows