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计算机系统应用英文版:2020,29(12):72-79
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初等数学应用题题意理解中的常识库系统构建
(1.华中师范大学 教育信息技术学院 湖北省教育信息化研究中心, 武汉 430079;2.华中师范大学 教育信息化协同创新中心, 武汉 430079;3.华中师范大学 教育信息技术学院, 武汉 430079)
Constructing of Commonsense Knowledge Base in Problem Understanding of Elementary Mathematics
(1.Hubei Research Center for Educational Informationization, School of Educational Information Technology, Central China Normal University, Wuhan 430079, China;2.Co-Innovation Center of Educational Informationization, Central China Normal University, Wuhan 430079, China;3.School of Educational Information Technology, Central China Normal University, Wuhan 430079, China)
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Received:May 05, 2020    Revised:June 10, 2020
中文摘要: 类人计算领域, 题意的机器理解是数学应用题自动求解的难点. 常识性知识的缺失直接影响到题意理解的准确性. 本研究以常识为研究对象, 收集了历年初等数学古典概型的典型案例, 分析了古典概型类应用题的常识特征, 并进行了常识类型划分; 设计了XML结构存储常识性知识, 构建常识库系统实现古典概型常识的分类、表征及存储, 辅助计算机进行题意理解. 通过典型案例的应用, 其结果显示本研究构建的常识库对古典概型应用题的题意正确理解是十分有帮助的.
中文关键词: 常识库  古典概型  常识表征  题意理解
Abstract:In the field of artificial intelligence, problem understanding has always been one of the most important and difficult problems in the automatic solution of mathematical application problems. In this work, we systematically studied the problem of lacking commonsense knowledge in solving elementary mathematical problems, and constructed a commonsense knowledge base to assist computer in problem understanding. We collected the real and simulated questions of the classical probability for college entrance examination over the years as the research object. On the basis of in-depth analysis of topics, this study put forward the concept of commonsense knowledge definition, analyzed and classified its features, and stored commonsense knowledge with XML tags. On this basis, the commonsense knowledge base was applied in practice. The experimental results indicate that the commonsense knowledge base constructed in this study is very helpful for the automatic solution of classical probabilistic application problems.
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基金项目:国家自然科学基金(61772012)
引用文本:
刘清堂,杨炜钦,吴林静,贺黎鸣,李晶,马晶晶.初等数学应用题题意理解中的常识库系统构建.计算机系统应用,2020,29(12):72-79
LIU Qing-Tang,YANG Wei-Qin,WU Lin-Jing,HE Li-Ming,LI Jing,MA Jing-Jing.Constructing of Commonsense Knowledge Base in Problem Understanding of Elementary Mathematics.COMPUTER SYSTEMS APPLICATIONS,2020,29(12):72-79