英语作文自动评分系统研究与实现
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摘要
随着近几年来人工智能技术的发展,计算机技术被越来越多地应用到教育领域,英语作文自动评分就是其中的一个方面。为达到英语作文自动评分的要求,该系统提取作文内容等一系列特征进行综合考评,使用自然语言处理、文本特征提取、潜在语法分析等技术,实现英语作文自动评分功能。本系统可通过添加自定义的停用词词典,而扩展运用到更多的场景。
With the development of artificial intelligence technology in recent years,computer technology has been more and more applied to the field of education.The automatic scoring of English composition is also one of the aspects to achieve automatic scoring of English composition.In order to meet the requirement of automatic scoring of English compositions,the system extracts a series of features such as the content of the compositions for comprehensive evaluation,and uses natural language processing,text feature extraction,potential grammar analysis and other technologies to achieve automatic scoring of English compositions.The system can be extended to more scenarios by adding a custom dictionary of stop words.
With the development of artificial intelligence technology in recent years,computer technology has been more and more applied to the field of education.The automatic scoring of English composition is also one of the aspects to achieve automatic scoring of English composition.In order to meet the requirement of automatic scoring of English compositions,the system extracts a series of features such as the content of the compositions for comprehensive evaluation,and uses natural language processing,text feature extraction,potential grammar analysis and other technologies to achieve automatic scoring of English compositions.The system can be extended to more scenarios by adding a custom dictionary of stop words.
引文
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[2]梁茂成,文秋芳.国外作文自动评分系统评述及启示[J].外语电化教学,2007(5):18-24.
[3]熊松荣,汪阳.写作自动评价系统在大学英语写作教学中的应用[J].湖北函授大学学报,2018,31(17):156-157.
[4]Luo H,Guo S.The improvement of Chinese word analyzer based on Lucene[J].Microcomputer&Its Applications,2018,34(11):76-78+82.
[5]Miller G A.WordNet:a lexical database for English[J].Communications of the ACM,1995,38(11):39-41.
[6]Fellbaum C.WordNet:An Electronic Lexical Database[J].Library Quarterly Information Community Policy,1998,25(2):292-296.
[7]Grainger T,Potter T.Solr in Action[M].Manning Publications Co.,2014.
[8]杨倩倩,徐栋.TFIDF方法在英语句子相似度计算中的应用初探[J].电脑知识与技术,2012,8(17):4127-4128.
[9]Joachims T.A Probabilistic Analysis of the Rocchio Algorithm with TFIDF for Text Categorization[C]//International Conference on Machine Learning,1996:143-151.
[10]李荣陆.文本分类及其相关技术研究[D].上海:复旦大学,2005.
[11]桂诗春.潜伏语义分析的理论及其应用[J].现代外语,2003,26(1):76-84.
[12]Pearson K.Note on Regression and Inheritance in the Case of Two Parents[J].Note on Regression and Inheritance in the Case of Two Parents,1895,58:240-242.
[13]Hall M,Frank E,Holmes G,et al.The WEKA data mining software:an update[J].Acm Sigkdd Explorations Newsletter,2009,11(1):10-18.
[14]Holmes G,Donkin A,Witten I H.WEKA:a machine learning workbench[C]//Conference on Intelligent Information Systems,2002:357-361.
[15]Hastie T,Tibshirani R.Discriminant adaptive nearest neighbor classification[J].IEEE Transactions on Pattern Analysis&Machine Intelligence,1996,18(6):607-616.