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
UR - http://www.scopus.com/inward/citedby.url?scp=85151054177&partnerID=8YFLogxK
M3 - Conference contribution
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 - Shih, Ju-Ling
A2 - Chen, Weiqin
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 -