Automated Essay Scoring Using Set of Literary Sememes

Ta-Hsing Chang*, Chia-Hoang Lee, Pei-Yen Tsai, Hak-Ping Tam

*Corresponding author for this work

研究成果: Conference contribution同行評審

7 引文 斯高帕斯(Scopus)

摘要

Automatic essay scoring system is a very important research tool for many educational studies. Many researches indicate that AES systems should be able to analyze semantic characteristics of an essay and include more such features to score essays. This paper makes an assumption: some concepts that can be regarded as literary concepts would only be utilized by skillful writers. However, it is a difficult task to extract literal concepts due to small size of training corpora. This work uses a semantic network tool to overcome the problem. The concepts in essays can be transformed into sememes using the tool and literary concepts are also transformed into literary sememes. This work introduces a method which makes use of the literary sememes in an essay to score the essay. Experimental results show that the accuracy of the proposed method for Chinese essays is comparable to those as achieved by several current English AES systems.
原文English
主出版物標題IEEE NLP-KE 2008: PROCEEDINGS OF INTERNATIONAL CONFERENCE ON NATURAL LANGUAGE PROCESSING AND KNOWLEDGE ENGINEERING
發行者IEEE
頁面403-+
ISBN(列印)9781424427796
DOIs
出版狀態Published - 19 十月 2008
事件 IEEE International Conference on Natural Language Processing and Knowledge Engineering - Beijing, China
持續時間: 19 十月 200822 十月 2008

Conference

Conference IEEE International Conference on Natural Language Processing and Knowledge Engineering
國家China
城市Beijing
期間19/10/0822/10/08

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