Evaluating the Performance of Chinese Multi-Label Grammatical Error Detection Using Deep Neural Networks

Tzu Mi Lin; Chao Yi Chen; Lung Hao Lee; Yuen Hsien Tseng

Evaluating the Performance of Chinese Multi-Label Grammatical Error Detection Using Deep Neural Networks

Tzu Mi Lin, Chao Yi Chen, Lung Hao Lee, Yuen Hsien Tseng

電機工程學系

研究成果: 書貢獻/報告類型 › 會議論文篇章 › 同行評審

摘要

In this paper, we describe the process of building a benchmark data set for Chinese multi-label grammatical error detection tasks, comparing the performance of 10 representative neural network models. Experimental results reveal that no matter which deep learning model is used, the performance is still limited which confirms the difficulty of the multi-label detection task. Our constructed datasets and evaluation results will be publicly released on the GitHub repository (https://github.com/NCUEE-NLPLab/CMLGED) to promote further research to facilitate technology-enhanced Chinese learning.

原文	???core.languages.en_GB???
主出版物標題	30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings
編輯	Sridhar Iyer, Ju-Ling Shih, Ju-Ling Shih, Weiqin Chen, Weiqin Chen, Mas Nida MD Khambari, Mouna Denden, Rwitajit Majumbar, Liliana Cuesta Medina, Shitanshu Mishra, Sahana Murthy, Patcharin Panjaburee, Daner Sun
發行者	Asia-Pacific Society for Computers in Education
頁面	524-526
頁數	3
ISBN（電子）	9789869721493
出版狀態	已出版 - 28 11月 2022
事件	30th International Conference on Computers in Education Conference, ICCE 2022 - Kuala Lumpur, Malaysia 持續時間: 28 11月 2022 → 2 12月 2022

出版系列

名字	30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings
卷	1

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???event.eventtypes.event.conference???	30th International Conference on Computers in Education Conference, ICCE 2022
國家/地區	Malaysia
城市	Kuala Lumpur
期間	28/11/22 → 2/12/22

中文醫療健康照護知識庫建置與應用(3/3)
Lee, L.-H. (PI)
1/05/21 → 31/07/22
研究計畫: Research

引用此

Lin, T. M., Chen, C. Y., Lee, L. H., & Tseng, Y. H. (2022). Evaluating the Performance of Chinese Multi-Label Grammatical Error Detection Using Deep Neural Networks. 於 S. Iyer, J.-L. Shih, J.-L. Shih, W. Chen, W. Chen, M. N. MD. Khambari, M. Denden, R. Majumbar, L. C. Medina, S. Mishra, S. Murthy, P. Panjaburee, & D. Sun (編輯), 30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings (頁 524-526). (30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings; 卷 1). Asia-Pacific Society for Computers in Education.

Lin, Tzu Mi ; Chen, Chao Yi ; Lee, Lung Hao 等. / Evaluating the Performance of Chinese Multi-Label Grammatical Error Detection Using Deep Neural Networks. 30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings. 編輯 / Sridhar Iyer ; Ju-Ling Shih ; Ju-Ling Shih ; Weiqin Chen ; Weiqin Chen ; Mas Nida MD Khambari ; Mouna Denden ; Rwitajit Majumbar ; Liliana Cuesta Medina ; Shitanshu Mishra ; Sahana Murthy ; Patcharin Panjaburee ; Daner Sun. Asia-Pacific Society for Computers in Education, 2022. 頁 524-526 (30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings).

@inproceedings{d587337d145f4c6493ceb395aee74f89,

title = "Evaluating the Performance of Chinese Multi-Label Grammatical Error Detection Using Deep Neural Networks",

abstract = "In this paper, we describe the process of building a benchmark data set for Chinese multi-label grammatical error detection tasks, comparing the performance of 10 representative neural network models. Experimental results reveal that no matter which deep learning model is used, the performance is still limited which confirms the difficulty of the multi-label detection task. Our constructed datasets and evaluation results will be publicly released on the GitHub repository (https://github.com/NCUEE-NLPLab/CMLGED) to promote further research to facilitate technology-enhanced Chinese learning.",

keywords = "Grammatical error detection, deep learning, multi-label classification",

author = "Lin, {Tzu Mi} and Chen, {Chao Yi} and Lee, {Lung Hao} and Tseng, {Yuen Hsien}",

note = "Publisher Copyright: {\textcopyright} 30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings.; 30th International Conference on Computers in Education Conference, ICCE 2022 ; Conference date: 28-11-2022 Through 02-12-2022",

year = "2022",

month = nov,

day = "28",

language = "???core.languages.en_GB???",

series = "30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings",

publisher = "Asia-Pacific Society for Computers in Education",

pages = "524--526",

editor = "Sridhar Iyer and Ju-Ling Shih and Ju-Ling Shih and Weiqin Chen and Weiqin Chen and Khambari, {Mas Nida MD} and Mouna Denden and Rwitajit Majumbar and Medina, {Liliana Cuesta} and Shitanshu Mishra and Sahana Murthy and Patcharin Panjaburee and Daner Sun",

booktitle = "30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings",

}

Lin, TM, Chen, CY, Lee, LH & Tseng, YH 2022, Evaluating the Performance of Chinese Multi-Label Grammatical Error Detection Using Deep Neural Networks. 於 S Iyer, J-L Shih, J-L Shih, W Chen, W Chen, MNMD Khambari, M Denden, R Majumbar, LC Medina, S Mishra, S Murthy, P Panjaburee & D Sun (編輯), 30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings. 30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings, 卷 1, Asia-Pacific Society for Computers in Education, 頁 524-526, 30th International Conference on Computers in Education Conference, ICCE 2022, Kuala Lumpur, Malaysia, 28/11/22.

Evaluating the Performance of Chinese Multi-Label Grammatical Error Detection Using Deep Neural Networks. / Lin, Tzu Mi; Chen, Chao Yi; Lee, Lung Hao 等.
30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings. 編輯 / Sridhar Iyer; Ju-Ling Shih; Ju-Ling Shih; Weiqin Chen; Weiqin Chen; Mas Nida MD Khambari; Mouna Denden; Rwitajit Majumbar; Liliana Cuesta Medina; Shitanshu Mishra; Sahana Murthy; Patcharin Panjaburee; Daner Sun. Asia-Pacific Society for Computers in Education, 2022. p. 524-526 (30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings; 卷 1).

研究成果: 書貢獻/報告類型 › 會議論文篇章 › 同行評審

TY - GEN

T1 - Evaluating the Performance of Chinese Multi-Label Grammatical Error Detection Using Deep Neural Networks

AU - Lin, Tzu Mi

AU - Chen, Chao Yi

AU - Lee, Lung Hao

AU - Tseng, Yuen Hsien

N1 - Publisher Copyright: © 30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings.

PY - 2022/11/28

Y1 - 2022/11/28

N2 - In this paper, we describe the process of building a benchmark data set for Chinese multi-label grammatical error detection tasks, comparing the performance of 10 representative neural network models. Experimental results reveal that no matter which deep learning model is used, the performance is still limited which confirms the difficulty of the multi-label detection task. Our constructed datasets and evaluation results will be publicly released on the GitHub repository (https://github.com/NCUEE-NLPLab/CMLGED) to promote further research to facilitate technology-enhanced Chinese learning.

AB - In this paper, we describe the process of building a benchmark data set for Chinese multi-label grammatical error detection tasks, comparing the performance of 10 representative neural network models. Experimental results reveal that no matter which deep learning model is used, the performance is still limited which confirms the difficulty of the multi-label detection task. Our constructed datasets and evaluation results will be publicly released on the GitHub repository (https://github.com/NCUEE-NLPLab/CMLGED) to promote further research to facilitate technology-enhanced Chinese learning.

KW - Grammatical error detection

KW - deep learning

KW - multi-label classification

UR - http://www.scopus.com/inward/record.url?scp=85151054177&partnerID=8YFLogxK

M3 - 會議論文篇章

AN - SCOPUS:85151054177

T3 - 30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings

SP - 524

EP - 526

BT - 30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings

A2 - Iyer, Sridhar

A2 - Shih, Ju-Ling

A2 - Chen, Weiqin

A2 - Khambari, Mas Nida MD

A2 - Denden, Mouna

A2 - Majumbar, Rwitajit

A2 - Medina, Liliana Cuesta

A2 - Mishra, Shitanshu

A2 - Murthy, Sahana

A2 - Panjaburee, Patcharin

A2 - Sun, Daner

PB - Asia-Pacific Society for Computers in Education

T2 - 30th International Conference on Computers in Education Conference, ICCE 2022

Y2 - 28 November 2022 through 2 December 2022

ER -

Lin TM, Chen CY, Lee LH, Tseng YH. Evaluating the Performance of Chinese Multi-Label Grammatical Error Detection Using Deep Neural Networks. 於 Iyer S, Shih JL, Shih JL, Chen W, Chen W, Khambari MNMD, Denden M, Majumbar R, Medina LC, Mishra S, Murthy S, Panjaburee P, Sun D, 編輯, 30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings. Asia-Pacific Society for Computers in Education. 2022. p. 524-526. (30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings).

Evaluating the Performance of Chinese Multi-Label Grammatical Error Detection Using Deep Neural Networks

摘要

出版系列

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指紋

專案

中文醫療健康照護知識庫建置與應用(3/3)

引用此