Grammatical Error Correction on CoNLL-2014 Shared Task

Metric: Precision (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	Precision▼	Extra Data	Paper	Date↕	Code
1	Ensembles of best 7 models + GRECO + GTP-rerank	83.9	No	Pillars of Grammatical Error Correction: Compreh...	2024-04-23	Code
2	Majority-voting ensemble on best 7 models	83.7	No	Pillars of Grammatical Error Correction: Compreh...	2024-04-23	Code
3	ESC	81.48	No	-	-	Code
4	GRECO (voting+ESC)	79.6	No	System Combination via Quality Estimation for Gr...	2023-10-23	Code
5	GEC-DI (LM+GED)	79.2	No	Improving Seq2Seq Grammatical Error Correction v...	2023-10-23	Code
6	Sequence tagging + token-level transformations + two-stage fine-tuning (+BERT, RoBERTa, XLNet)	78.2	No	GECToR -- Grammatical Error Correction: Tag, Not...	2020-05-26	Code
7	Sequence tagging + token-level transformations + two-stage fine-tuning (+XLNet)	77.5	No	GECToR -- Grammatical Error Correction: Tag, Not...	2020-05-26	Code
8	Unsupervised GEC + cLang8	75	No	-	-	Code
9	SynGEC	74.7	No	SynGEC: Syntax-Enhanced Grammatical Error Correc...	2022-10-22	Code
10	MoECE	74.29	No	Efficient and Interpretable Grammatical Error Co...	2024-10-30	Code
11	Copy-augmented Model (4 Ensemble +Denoising Autoencoder)	71.57	No	Improving Grammatical Error Correction via Pre-T...	2019-03-01	Code
12	BART	69.9	No	Stronger Baselines for Grammatical Error Correct...	2020-05-24	Code

#1Ensembles of best 7 models + GRECO + GTP-rerankSOTA
83.9
Precision· 2024-04-23
Pillars of Grammatical Error Correction: Comprehensive Inspection Of Contemporary Approaches In The Era of Large Language Models Code
#2Majority-voting ensemble on best 7 models
83.7
Precision· 2024-04-23
Pillars of Grammatical Error Correction: Comprehensive Inspection Of Contemporary Approaches In The Era of Large Language Models Code
#3ESC
81.48
Precision
No paperCode
#4GRECO (voting+ESC)SOTA
79.6
Precision· 2023-10-23
System Combination via Quality Estimation for Grammatical Error Correction Code
#5GEC-DI (LM+GED)
79.2
Precision· 2023-10-23
Improving Seq2Seq Grammatical Error Correction via Decoding Interventions Code
#6Sequence tagging + token-level transformations + two-stage fine-tuning (+BERT, RoBERTa, XLNet)SOTA
78.2
Precision· 2020-05-26
GECToR -- Grammatical Error Correction: Tag, Not Rewrite Code
#7Sequence tagging + token-level transformations + two-stage fine-tuning (+XLNet)
77.5
Precision· 2020-05-26
GECToR -- Grammatical Error Correction: Tag, Not Rewrite Code
#8Unsupervised GEC + cLang8
75
Precision
No paperCode
#9SynGEC
74.7
Precision· 2022-10-22
SynGEC: Syntax-Enhanced Grammatical Error Correction with a Tailored GEC-Oriented Parser Code
#10MoECE
74.29
Precision· 2024-10-30
Efficient and Interpretable Grammatical Error Correction with Mixture of Experts Code
#11Copy-augmented Model (4 Ensemble +Denoising Autoencoder)SOTA
71.57
Precision· 2019-03-01
Improving Grammatical Error Correction via Pre-Training a Copy-Augmented Architecture with Unlabeled Data Code
#12BART
69.9
Precision· 2020-05-24
Stronger Baselines for Grammatical Error Correction Using Pretrained Encoder-Decoder Model Code