研究生: |
丁偉民 Wei-Ming Ding |
---|---|
論文名稱: |
文章摘要寫作評量系統 Summarization Scoring System |
指導教授: |
張國恩
Chang, Kuo-En 宋曜廷 Sung, Yao-Ting |
學位類別: |
碩士 Master |
系所名稱: |
資訊教育研究所 Graduate Institute of Information and Computer Education |
論文出版年: | 2005 |
畢業學年度: | 93 |
語文別: | 中文 |
論文頁數: | 94 |
中文關鍵詞: | LSA 、SVD 、關鍵詞 、摘要 、摘要寫作評量 |
英文關鍵詞: | LSA, SVD, keyword, summarization, Summarization Scoring |
論文種類: | 學術論文 |
相關次數: | 點閱:282 下載:63 |
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本研究之主要目的為發展一國小摘要寫作評量系統。評量系統主要參考「潛在語意分析」(LSA)的方法,利用SVD (singular value decomposition)的技術來建立潛在語意空間,並建立不同文體及不同大小的語意空間,在不同的語意空間中,比對教師及學生的摘要的關鍵詞,作為摘要評量的依據。除此之外,我們也探討其他摘要評量的指標,希望能夠從中找出適合中文摘要評量的指標。
本研究以台北市西門國小五年級的三個班級為實驗對象。經過學生摘要寫作的實驗過程之後,評估經由系統所獲得的各評量指標與教師人工評量的成績,在不同文體及不同大小的語意空間中的相關性。研究結果有一下發現:(1)使用SVD轉換的技術來建立語意空間,並在語意空間中做比對,可達到不錯的評量效果。(2)本研究嘗試使用教師及學生摘要句子的比對方式來評量學生摘要寫作,發現是值得繼續研究的方向。(3)不同文體及不同大小的語意空間,對於評量指標會有不同的影響。
The main purpose of this research is to develop a summarization scoring system for the teacher of the elementary school. This system refers to a method called Latent Semantic Analysis(LSA), to use Singular Value Decomposition(SVD) to build the semantic space. We build several kinds of semantic spaces which the size and style of writing are different. To compare the keywords of the summarizations between the teacher and the students in the different semantic spaces for the scoring. In addition to scoring, we analyze the other indexes of the summarization scoring to find the more appropriate approaches to summarizing for Chinese.
The participants are the students of Xi-men elementary school. After the processes of the experiments of the summarizing, we analyze the correlation between all kinds of indexes of scoring calculated by the system and the teacher of scoring in different kinds of semantic spaces. The Results of the research are :(1)We can get a good result when we compare the summarization between the teacher and the students in the semantic spaces built by the translation of the SVD.(2)We try to scoring the summarization written by the students by comparing to the sentences of the summarization between the teacher and the students, and think that this approach is a worthy aspect to research.(3)The difference of size and the style of writing will effect upon the analysis of the result for the indexes of the scoring.
中文部分
張寶珠(民83)。後設認知訓練對閱讀理解能力增進效果。諮商與輔導,第100期,35-39頁。
塗芝嘉(民90)。國小三年級國語科讀寫結合教學之行動研究-以YY班為例。國立臺北師範學院課程與教學研究所碩士論文。
官美媛(民87)。國小學生摘取文章大意策略之教學研究-以五年級說明文為例。國立東華大學教育研究所碩士論文。
陳麗明(民87)。小論文寫作指導與圖書館利用教育。高中圖書館,22期,78-83頁。
馮樹仁(民91)。以潛在語意分析法發展摘要寫作評量系統。國立臺灣師範大學資訊教育研究所碩士論文
陳櫻代(民87)。概念構圖策略促進閱讀理解能力之研究。國立臺灣師範大學資訊教育研究所碩士論文
英文部分
Deerwester, S., Dumais, S. T., Furnas, G. W., Landauer, T. K., & Harshman, R.
(1990). Indexing By Latent Semantic Analysis. Journal of the American Society For
Information Science , 41 , 391-407.
Jonathan I. M.,&Andrian M. (2000). Using latent semantic analysis to identify similarities in source code to support program understanding. Tools with Artificial Intelligence, 2000. ICTAI 2000. Proceedings. 12th IEEE International Conference 2000 , 46 -53.
Kintsch, E., Steinhart, D., Stahl, G.,& LSA Research Group.(2000). Developing
summarization skills through the use of LSA-based feedback. Journal of Interactive Learning Environments.8(2), 87-109.
Landauer, T. K.,& Dumais, S. T. (1997). A solution to Plato's problem: The latent semanctic analysis theory of the acquisition, induction, and representation of knowledge. Psychological Review,104,211-140.
Landauer, T. k., Foltz, P. W., & Laham, D., (1998). Introduction to latent semantic analysis. Discourse Processes, 25, 259-284.
Malone, L. D., & Mastropieri, M. A.(1992). Reading comprehension instruction:
Summarization and self-monitoring training for students with learning disabilities. Expextional Children,58(3),270-279.
Pask, G.,& Scott, B. C. (1972). Learning strategies and individual competence. International Journal of Man-Machine Studies, 4 ,217-253.
Rehder, B., Schreiner, M. E., Wolfe, B. W., Laham, D., Landauer, T. K., & Kintsch, W. (1998). Using latent semantic analysis to assess knowledge: Some technical considerations. Discourse Processes , 25 , 337-354.
Weisberg, R., & Balajthy, E. (1990). Development of disabled readers' meatcomprehension ability through summarization training using expository text: Results of three studies. Reading, Writing, and Learning Disibilities,6, 117-136.