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arXiv 2101.09464cs.CLcs.AI
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ARTH:一种方便阅读文本的算法--一个AI对有字处理问题的人的帮助

ARTH: Algorithm For Reading Text Handily -- An AI Aid for People having Word Processing Issues

Harcourt Butler Technological Institute(哈考特·巴特勒技术学院);Indian Institute of Technology, Kanpur(印度理工学院坎普尔分校)

Akanksha Malhotra, Sudhir Kamle

摘要:

该项目的目标是解决有字处理问题的人所面临的主要问题之一,如创伤或轻度精神残疾。ARTH是Algorithm for Reading Handily的缩写。ARTH是一套自我学习的算法,它是一种智能的方式,可以满足“毫不费力地阅读和理解文本”的需求,并根据每个用户的需求进行调整。研究项目分两步进行。在第一步中,该算法尝试使用聚类算法基于两个特征(音节数量和使用频率)来识别文本中存在的难词。在对聚类进行分析之后,该算法根据它们的难度级别来标记这些聚类。在第二步中,算法与用户交互。它旨在通过自动生成的测验来测试用户对文本的理解能力和他/她的词汇水平。该算法根据分析的结果,识别出用户难以识别的聚类。感觉到的难词的含义显示在它们旁边。“ARTH”技术的重点是在那些词汇量差或有任何字处理问题的人中恢复阅读的乐趣。

英文摘要:

The objective of this project is to solve one of the major problems faced by the people having word processing issues like trauma, or mild mental disability. "ARTH" is the short form of Algorithm for Reading Handily. ARTH is a self-learning set of algorithms that is an intelligent way of fulfilling the need for "reading and understanding the text effortlessly" which adjusts according to the needs of every user. The research project propagates in two steps. In the first step, the algorithm tries to identify the difficult words present in the text based on two features -- the number of syllables and usage frequency -- using a clustering algorithm. After the analysis of the clusters, the algorithm labels these clusters, according to their difficulty level. In the second step, the algorithm interacts with the user. It aims to test the user's comprehensibility of the text and his/her vocabulary level by taking an automatically generated quiz. The algorithm identifies the clusters which are difficult for the user, based on the result of the analysis. The meaning of perceived difficult words is displayed next to them. The technology "ARTH" focuses on the revival of the joy of reading among those people, who have a poor vocabulary or any word processing issues.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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