Grammatical Error Correction on CoNLL-2014 Shared Task

Metric: Recall (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Recall▼	Extra Data	Paper	Date↕	Code
1	Unsupervised GEC + cLang8	53.8	No	-	-	Code
2	MoECE	50.21	No	Efficient and Interpretable Grammatical Error Co...	2024-10-30	Code
3	GRECO (voting+ESC)	49.86	No	System Combination via Quality Estimation for Gr...	2023-10-23	Code
4	SynGEC	49	No	SynGEC: Syntax-Enhanced Grammatical Error Correc...	2022-10-22	Code
5	Ensembles of best 7 models + GRECO + GTP-rerank	47.5	No	Pillars of Grammatical Error Correction: Compreh...	2024-04-23	Code
6	GEC-DI (LM+GED)	46.8	No	Improving Seq2Seq Grammatical Error Correction v...	2023-10-23	Code
7	Majority-voting ensemble on best 7 models	45.7	No	Pillars of Grammatical Error Correction: Compreh...	2024-04-23	Code
8	BART	45.1	No	Stronger Baselines for Grammatical Error Correct...	2020-05-24	Code
9	ESC	43.78	No	-	-	Code
10	Sequence tagging + token-level transformations + two-stage fine-tuning (+BERT, RoBERTa, XLNet)	41.5	No	GECToR -- Grammatical Error Correction: Tag, Not...	2020-05-26	Code
11	Sequence tagging + token-level transformations + two-stage fine-tuning (+XLNet)	40.1	No	GECToR -- Grammatical Error Correction: Tag, Not...	2020-05-26	Code
12	Copy-augmented Model (4 Ensemble +Denoising Autoencoder)	38.65	No	Improving Grammatical Error Correction via Pre-T...	2019-03-01	Code

#1Unsupervised GEC + cLang8
53.8
Recall
No paperCode
#2MoECESOTA
50.21
Recall· 2024-10-30
Efficient and Interpretable Grammatical Error Correction with Mixture of Experts Code
#3GRECO (voting+ESC)SOTA
49.86
Recall· 2023-10-23
System Combination via Quality Estimation for Grammatical Error Correction Code
#4SynGECSOTA
49
Recall· 2022-10-22
SynGEC: Syntax-Enhanced Grammatical Error Correction with a Tailored GEC-Oriented Parser Code
#5Ensembles of best 7 models + GRECO + GTP-rerank
47.5
Recall· 2024-04-23
Pillars of Grammatical Error Correction: Comprehensive Inspection Of Contemporary Approaches In The Era of Large Language Models Code
#6GEC-DI (LM+GED)
46.8
Recall· 2023-10-23
Improving Seq2Seq Grammatical Error Correction via Decoding Interventions Code
#7Majority-voting ensemble on best 7 models
45.7
Recall· 2024-04-23
Pillars of Grammatical Error Correction: Comprehensive Inspection Of Contemporary Approaches In The Era of Large Language Models Code
#8BARTSOTA
45.1
Recall· 2020-05-24
Stronger Baselines for Grammatical Error Correction Using Pretrained Encoder-Decoder Model Code
#9ESC
43.78
Recall
No paperCode
#10Sequence tagging + token-level transformations + two-stage fine-tuning (+BERT, RoBERTa, XLNet)
41.5
Recall· 2020-05-26
GECToR -- Grammatical Error Correction: Tag, Not Rewrite Code
#11Sequence tagging + token-level transformations + two-stage fine-tuning (+XLNet)
40.1
Recall· 2020-05-26
GECToR -- Grammatical Error Correction: Tag, Not Rewrite Code
#12Copy-augmented Model (4 Ensemble +Denoising Autoencoder)SOTA
38.65
Recall· 2019-03-01
Improving Grammatical Error Correction via Pre-Training a Copy-Augmented Architecture with Unlabeled Data Code