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Automated Chinese Essay Scoring Based on Deep Learning

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成果类型:
期刊论文
作者:
Yuan, Shuai;He, Tingting*何婷婷);Huang, Huan;Hou, Rui;Wang, Meng
通讯作者:
He, Tingting
作者机构:
[Yuan, Shuai] Cent China Normal Univ, Natl Engn Res Ctr E Leaming, Wuhan 430079, Peoples R China.
[He, Tingting] Cent China Normal Univ, Sch Comp, Wuhan 430079, Peoples R China.
[He, Tingting] Cent China Normal Univ, Informat Retrieval & Knowledge Management Res Lab, Wuhan 430079, Peoples R China.
[Huang, Huan] South Cent Univ Nationalities, Sch Educ, Wuhan 430074, Peoples R China.
[Hou, Rui] South Cent Univ Nationalities, Coll Comp Sci, Wuhan 430074, Peoples R China.
通讯机构:
[He, Tingting] C
Cent China Normal Univ, Sch Comp, Wuhan 430079, Peoples R China.
Cent China Normal Univ, Informat Retrieval & Knowledge Management Res Lab, Wuhan 430079, Peoples R China.
语种:
英文
关键词:
Automated essay scoring;Chinese essay;Convolutional neural network;Deep learning
期刊:
计算机、材料和连续体(英文)
ISSN:
1546-2218
年:
2020
卷:
65
期:
1
页码:
817-833
基金类别:
Funding Statement: This work is supported by the National Science Foundation of China (No. 61532008; No. 61572223), the National Key Research and Development Program of China (No. 2017YFC0909502), and the Ministry of Education of Humanities and Social Science project (No. 20YJCZH046).
机构署名:
本校为第一且通讯机构
院系归属:
计算机学院
国家数字化学习工程技术研究中心
摘要:
Writing is an important part of language learning and is considered the best approach to demonstrate the comprehensive language skills of students. Manually grading student essays is a time-consuming task; however, it is necessary. An automated essay scoring system can not only greatly improve the efficiency of essay scoring, but also provide more objective score. Therefore, many researchers have been exploring automated essay scoring techniques and tools. However, the technique of scoring Chinese essays is still limited, and its accuracy needs...

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