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grammatical-error-detection-on-conll-2014-a2

Grammatical Error CorrectionGrammatical Error Detection
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PaperCodeF0.5ModelNameReleaseDate
Neural Quality Estimation with Multiple Hypotheses for Grammatical Error Correction✓ Link63.1VERNet2021-05-10
Auxiliary Objectives for Neural Error Detection Models45.1Bi-LSTM + POS (unrestricted data)2017-07-17
Compositional Sequence Labeling Models for Error Detection in Learner Writing44.0Bi-LSTM (unrestricted data)2016-07-20
Artificial Error Generation with Machine Translation and Syntactic Patterns30.13Ann+PAT+MT2017-07-17
Jointly Learning to Label Sentences and Tokens✓ Link29.65 BiLSTM-JOINT (trained on FCE)2018-11-14
Auxiliary Objectives for Neural Error Detection Models26.2Bi-LSTM + POS (trained on FCE)2017-07-17
Semi-supervised Multitask Learning for Sequence Labeling✓ Link25.88Bi-LSTM + LMcost (trained on FCE)2017-04-24
Compositional Sequence Labeling Models for Error Detection in Learner Writing23.9Bi-LSTM (trained on FCE)2016-07-20