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Automatic Text Simplification

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Release : 2022-05-31
Genre : Computers
Kind : eBook
Book Rating : 665/5 ( reviews)

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Book Synopsis Automatic Text Simplification by : Horacio Saggion

Download or read book Automatic Text Simplification written by Horacio Saggion. This book was released on 2022-05-31. Available in PDF, EPUB and Kindle. Book excerpt: Thanks to the availability of texts on the Web in recent years, increased knowledge and information have been made available to broader audiences. However, the way in which a text is written—its vocabulary, its syntax—can be difficult to read and understand for many people, especially those with poor literacy, cognitive or linguistic impairment, or those with limited knowledge of the language of the text. Texts containing uncommon words or long and complicated sentences can be difficult to read and understand by people as well as difficult to analyze by machines. Automatic text simplification is the process of transforming a text into another text which, ideally conveying the same message, will be easier to read and understand by a broader audience. The process usually involves the replacement of difficult or unknown phrases with simpler equivalents and the transformation of long and syntactically complex sentences into shorter and less complex ones. Automatic text simplification, a research topic which started 20 years ago, now has taken on a central role in natural language processing research not only because of the interesting challenges it posesses but also because of its social implications. This book presents past and current research in text simplification, exploring key issues including automatic readability assessment, lexical simplification, and syntactic simplification. It also provides a detailed account of machine learning techniques currently used in simplification, describes full systems designed for specific languages and target audiences, and offers available resources for research and development together with text simplification evaluation techniques.

Automatic Text Simplification

Download Automatic Text Simplification PDF Online Free

Author :
Release : 2017-04-25
Genre : Computers
Kind : eBook
Book Rating : 86X/5 ( reviews)

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Book Synopsis Automatic Text Simplification by : Horacio Saggion

Download or read book Automatic Text Simplification written by Horacio Saggion. This book was released on 2017-04-25. Available in PDF, EPUB and Kindle. Book excerpt: Thanks to the availability of texts on the Web in recent years, increased knowledge and information have been made available to broader audiences. However, the way in which a text is written—its vocabulary, its syntax—can be difficult to read and understand for many people, especially those with poor literacy, cognitive or linguistic impairment, or those with limited knowledge of the language of the text. Texts containing uncommon words or longand complicated sentences can be difficult to read and understand by people as well as difficult to analyze by machines. Automatic text simplification is the process of transforming a text into another text which, ideally conveying the same message, will be easier to read and understand by a broader audience. The process usually involves the replacement of difficult or unknown phrases with simpler equivalents and the transformation of long and syntactically complex sentences into shorter and less complex ones. Automatic text simplification, a research topic which started 20 years ago, now has taken on a central role in natural language processing research not only because of the interesting challenges it posesses but also because of its social implications. This book presents past and current research in text simplification, exploring key issues including automatic readability assessment, lexical simplification, and syntactic simplification. It also provides a detailed account of machine learning techniques currently used in simplification, describes full systems designed for specific languages and target audiences, and offers available resources for research and development together with text simplification evaluation techniques.

Artificial Intelligence Science And Technology - Proceedings Of The 2016 International Conference (Aist2016)

Download Artificial Intelligence Science And Technology - Proceedings Of The 2016 International Conference (Aist2016) PDF Online Free

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Release : 2017-06-28
Genre : Computers
Kind : eBook
Book Rating : 837/5 ( reviews)

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Book Synopsis Artificial Intelligence Science And Technology - Proceedings Of The 2016 International Conference (Aist2016) by : Hui Yang

Download or read book Artificial Intelligence Science And Technology - Proceedings Of The 2016 International Conference (Aist2016) written by Hui Yang. This book was released on 2017-06-28. Available in PDF, EPUB and Kindle. Book excerpt: The 2016 International Conference on Artificial Intelligence Science and Technology (AIST2016) was held in Shanghai, China, from 15th to 17th July, 2016.AIST2016 aims to bring together researchers, engineers, and students to the areas of Artificial Intelligence Science and Technology. AIST2016 features unique mixed topics of artificial intelligence and application, computer and software, communication and network, information and security, data mining, and optimization.This volume consists of 101 peer-reviewed articles by local and foreign eminent scholars which cover the frontiers and state-of-art development in AI Technology.

Artificial Intelligence in Education

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Release : 2020-07-04
Genre : Computers
Kind : eBook
Book Rating : 407/5 ( reviews)

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Book Synopsis Artificial Intelligence in Education by : Ig Ibert Bittencourt

Download or read book Artificial Intelligence in Education written by Ig Ibert Bittencourt. This book was released on 2020-07-04. Available in PDF, EPUB and Kindle. Book excerpt: This two-volume set LNAI 12163 and 12164 constitutes the refereed proceedings of the 21th International Conference on Artificial Intelligence in Education, AIED 2020, held in Ifrane, Morocco, in July 2020.* The 49 full papers presented together with 66 short, 4 industry & innovation, 4 doctoral consortium, and 4 workshop papers were carefully reviewed and selected from 214 submissions. The conference provides opportunities for the cross-fertilization of approaches, techniques and ideas from the many fields that comprise AIED, including computer science, cognitive and learning sciences, education, game design, psychology, sociology, linguistics as well as many domain-specific areas. ​*The conference was held virtually due to the COVID-19 pandemic.

Automatic Text Simplification Tools to Provide Reading Assistance for Deaf and Hard-of-hearing Individuals

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Release : 2023
Genre : Assistive computer technology
Kind : eBook
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Book Synopsis Automatic Text Simplification Tools to Provide Reading Assistance for Deaf and Hard-of-hearing Individuals by : Oliver Alonzo

Download or read book Automatic Text Simplification Tools to Provide Reading Assistance for Deaf and Hard-of-hearing Individuals written by Oliver Alonzo. This book was released on 2023. Available in PDF, EPUB and Kindle. Book excerpt: "Automatic Text Simplification (ATS) consists of computing techniques to rewrite text to make it simpler to read and understand, and prior research has explored its use to provide reading assistance to various user groups who may benefit from reading support. Prior literacy research has identified great diversity in literacy skills among DHH adults, and prior computing accessibility research has identified benefits from providing ATS-based reading assistance to other user groups. Thus, while ATS holds promise to benefit DHH adults, little research has investigated the benefits from, interests in and preferences for such technologies among DHH adults. Thus, this work aims to investigate the use of ATS-based reading assistance to support DHH adult readers. This dissertation is organized in three parts centered around three major contributions: requirement- and interest-gathering, methodological research, and design and evaluation work. Part I of this dissertation focuses on the requirements and interests of DHH adults on ATS-based reading assistance tools. As a relatively new technology, it is still unknown whether DHH adults would be interested in such technologies, what purposes they would be interested in them for, and what personal or technical characteristics may affect their interests. Furthermore, with various approaches to ATS available (e.g. lexical or syntactic approaches), it is unknown which ones would be of interest and/or benefit to DHH adults. Thus, we first explore perspective of DHH adults on ATS-based reading assistance tools. Then, Part II of this dissertation focuses on methodological work on how to evaluate the output of ATS technologies with DHH adults. Prior work on the evaluation of linguistic technologies has identified challenges when evaluating their technologies among DHH adults with varying literacy skill levels. However, it remains unknown if such challenges are also present when evaluating the output of ATS systems among DHH adults. Considering that there are various aspects of the output to evaluate, including its complexity or readability, and its overall quality or fluency, we investigate which metrics can reliably evaluate those characteristics of ATS output among this user group. After establishing interests and evaluation methods for various characteristics of simplified texts, Part III of this dissertation focuses on the design of these tools, and includes evaluations of such tools with DHH adults. We first investigate an exploration of the design space to identify which configurations of the various design parameters may provide more usability to DHH adults, and to understand the rational for their preferences. Using the preferred settings identified, we then conduct an evaluation to investigate the DHH users' preferences and interactions with a system that provides the various capabilities of ATS technologies using realistic output from existing systems."--Abstract.

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