| 自然语言语法纠错的最新进展和挑战 |
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| 引用本文： | 张明,卢庆华,黄元忠,李瑞轩. 自然语言语法纠错的最新进展和挑战[J]. 计算机工程与应用, 2022, 58(6): 29-41. DOI: 10.3778/j.issn.1002-8331.2108-0030 |
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| 作者姓名： | 张明 卢庆华 黄元忠 李瑞轩 |
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| 作者单位： | 1.华中科技大学 计算机科学与技术学院，武汉 4300742.深圳市方直科技股份有限公司 木愚部，广东 深圳 518000 |
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| 摘 要： | 语法纠错(grammatical error correction,GEC)是自然语言处理领域的重要应用之一,在近几年取得了较大的进展和丰富的研究成果.对语法纠错研究进行了深入调研,旨在更好地了解当前的研究进展、面对的挑战和未来发展趋势.介绍了语法纠错的基本含义和研究概况,分析了语法纠错领域的重要研究进展,对数据处理方...
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| 关 键 词： | 语法纠错 机器翻译 迁移学习 多语言模型 |
Recent Advances and Challenges on Grammatical Error Correction in Natural Language |
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| ZHANG Ming,LU Qinghua,HUANG Yuanzhong,LI Ruixuan. Recent Advances and Challenges on Grammatical Error Correction in Natural Language[J]. Computer Engineering and Applications, 2022, 58(6): 29-41. DOI: 10.3778/j.issn.1002-8331.2108-0030 |
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| Authors: | ZHANG Ming LU Qinghua HUANG Yuanzhong LI Ruixuan |
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| Affiliation: | 1.School of Computer Science & Technology, Huazhong University of Science and Technology, Wuhan 430074, China2.Department of Muyu, Shenzhen?Fangzhi?Science?&?Technology?Co., Ltd., Shenzhen, Guangdong 518000, China |
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| Abstract: | Grammatical error correction（GEC） is an important application in field of natural language processing, and obtains advances and various achievements in near recent years. This paper deeply surveys into GEC to better understand the related state-of-the-art development, challenges and future directions. Basis perception and research situations of GEC are introduced, and then several key researches are analyzed, in aspects of data processing, algorithm models and result evaluation. Specifically, Chinese GEC research progresses are described. This paper also summarizes resources related to GEC, including papers, open implementation and publicly corpora. In addition, issues and challenges about GEC are discussed in the end. |
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| Keywords: | grammatical error correction machine translation transfer learning multi-lingual model |
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