Natural Language Generation Systems

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Building Natural Language Generation Systems
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Author : Ehud Reiter
language : en
Publisher: Cambridge University Press
Release Date : 2000-01-28
Building Natural Language Generation Systems written by Ehud Reiter and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000-01-28 with Computers categories.
This book explains how to build Natural Language Generation (NLG) systems - computer software systems which use techniques from artificial intelligence and computational linguistics to automatically generate understandable texts in English or other human languages, either in isolation or as part of multimedia documents, Web pages, and speech output systems. Typically starting from some non-linguistic representation of information as input, NLG systems use knowledge about language and the application domain to automatically produce documents, reports, explanations, help messages, and other kinds of texts. The book covers the algorithms and representations needed to perform the core tasks of document planning, microplanning, and surface realization, using a case study to show how these components fit together. It also discusses engineering issues such as system architecture, requirements analysis, and the integration of text generation into multimedia and speech output systems.
Natural Language Generation Systems
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Author : David D. McDonald
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-12-06
Natural Language Generation Systems written by David D. McDonald and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-12-06 with Language Arts & Disciplines categories.
Natural language generation is a field within artificial intelligence which looks ahead to the future when machines will communicate complex thoughts to their human users in a natural way. Generation systems supply the sophisticated knowledge about natural languages that must come into play when one needs to use wordings that will overpower techniques based only on symbolic string manipulation techniques. Topics covered in this volume include discourse theory, mechanical translation, deliberate writing, and revision. Natural Language Generation Systems contains contributions by leading researchers in the field. Chapters contain details of grammatical treatments and processing seldom reported on outside of full length monographs.
Natural Language Generation In Interactive Systems
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Author : Amanda Stent
language : en
Publisher: Cambridge University Press
Release Date : 2014-06-12
Natural Language Generation In Interactive Systems written by Amanda Stent and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-06-12 with Computers categories.
A comprehensive overview of the state-of-the-art in natural language generation for interactive systems, with links to resources for further research.
New Concepts In Natural Language Generation
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Author : Helmut Horacek
language : en
Publisher: Bloomsbury Publishing
Release Date : 2015-12-17
New Concepts In Natural Language Generation written by Helmut Horacek and has been published by Bloomsbury Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-12-17 with Language Arts & Disciplines categories.
This book aims to inform researchers with an interest in natural language generation about advances in the field. It is organised around four topics – system architectures, content planning, discourse planning and realisation in linguistic form - and it presents some of the most important works in this area of research.
Aspects Of Automated Natural Language Generation
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Author : Robert Dale
language : en
Publisher: Springer Science & Business Media
Release Date : 1992-03-25
Aspects Of Automated Natural Language Generation written by Robert Dale and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992-03-25 with Computers categories.
This volume presents the proceedings of the Sixth International Workshop on Automated Natural Language Generation held in Castel Ivano, Trento, Italy, April 5-7, 1992. Besides an invited lecture by Nadia Magnenat-Thalmann, a well-known researcher in computer animation, on creating and visualizing speech and emotion, the volume includes the 17 thouroughly reviewed papers accepted for presentation, selected out of the submissions to the Workshop, as well as 11 statements contributed to panels on multilinguality and generation or extending language generation to multiple media. The accepted papers by leading researchers from Japan, North America and Europe fall in sections on generator system architecture, issues in realisation, issues in discourse structure, and beyond traditional generation.
Natural Language Generation
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Author : Ehud Reiter
language : en
Publisher: Springer Nature
Release Date : 2024-10-15
Natural Language Generation written by Ehud Reiter and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-15 with Computers categories.
In late 2022, the prominence of Natural Language Generation (NLG) surged with the advent of advanced language models like ChatGPT. While these developments have captivated both academic and commercial sectors, the focus has predominantly been on the latest innovations, often overlooking the rich history and foundational work in NLG. This book aims to provide a comprehensive overview of NLG, encompassing not only language models but also alternative approaches, user requirements, evaluation methods, safety and testing protocols, and practical applications. Drawing on decades of NLG research, the book is designed to be a valuable resource for both researchers and developers, offering insights that remain relevant far beyond the current technological landscape. Natural Language Generation focuses on data-to-text but also looks at other types of NLG including text summarization. The book takes a holistic approach to NLG, looking at requirements (what users are looking for), design, data issues, testing, evaluation, safety and ethical issues as well as technology. The holistic approach is unique to this book and is very valuable for people building real-world NLG systems, and for academics and researchers who are interested in applied NLG. The author, who previously co-authored a seminal NLG book in 2000, emphasizes high-level concepts and methodologies, ensuring the material's longevity and utility. The book is structured to balance technical depth with practical relevance, including chapters on rule-based and neural NLG approaches, user requirements, rigorous evaluation techniques, and safety considerations. Real-world applications, particularly in journalism, business intelligence, summarization, and medicine, are explored to illustrate NLG's potential and scalability. With personal anecdotes and examples from the author's experiences, this book provides a unique and engaging perspective on the evolving field of NLG, making it an indispensable guide for those looking to harness the power of language generation technologies.
Integrated Natural Language Generation With Schema Tags
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Author : Jens Woch
language : en
Publisher: IOS Press
Release Date : 2003
Integrated Natural Language Generation With Schema Tags written by Jens Woch and has been published by IOS Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with Computational linguistics categories.
Natural Language Generation
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Author : Anja Belz
language : en
Publisher: Springer
Release Date : 2011-04-02
Natural Language Generation written by Anja Belz and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-04-02 with Computers categories.
The Third International Conference on Natural Language Generation (INLG 2004) was held from 14th to 16th July 2004 at Careys Manor, Brockenhurst, UK. Supported by the Association for Computational Linguistics Special - terest Group on Generation, the conference continued a twenty-year tradition of biennial international meetings on research into natural language generation. Recent conference venues have included Mitzpe Ramon, Israel (INLG 2000) and New York, USA (INLG 2002). It was our pleasure to invite the thriving and friendly NLG research community to the beautiful New Forest in the south of England for INLG 2004. INLG is the leading international conference in the ?eld of natural language generation. It provides a forum for the presentation and discussion of original research on all aspects of the generation of language, including psychological modelling of human language production as well as computational approaches to the automatic generation of language. This volume includes a paper by the keynote speaker, Ardi Roelofs of the Max Planck Institute for Psycholingu- tics and the F. C. Donders Centre for CognitiveNeuroimaging,18 regular papers reportingthelatestresearchresultsanddirections,and4studentpapersdescr- ing doctoral work in progress. These papers reveal a particular concentration of current research e?ort on statistical and machine learning methods, on referring expressions, and on variation in surface realisation. The papers were selected from 46 submissions from all over the world (27 from Europe, 13 from North America, 6 from elsewhere), which were subjected to a rigorous double-blind reviewing process undertaken by our hard-working programme committee.
Empirical Methods In Natural Language Generation
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Author : Emiel Krahmer
language : en
Publisher: Springer
Release Date : 2010-08-17
Empirical Methods In Natural Language Generation written by Emiel Krahmer and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-08-17 with Computers categories.
Natural language generation (NLG) is a subfield of natural language processing (NLP) that is often characterized as the study of automatically converting non-linguistic representations (e.g., from databases or other knowledge sources) into coherent natural language text. In recent years the field has evolved substantially. Perhaps the most important new development is the current emphasis on data-oriented methods and empirical evaluation. Progress in related areas such as machine translation, dialogue system design and automatic text summarization and the resulting awareness of the importance of language generation, the increasing availability of suitable corpora in recent years, and the organization of shared tasks for NLG, where different teams of researchers develop and evaluate their algorithms on a shared, held out data set have had a considerable impact on the field, and this book offers the first comprehensive overview of recent empirically oriented NLG research.
The Art Of Natural Language Generation
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Author : Pasquale De Marco
language : en
Publisher: Pasquale De Marco
Release Date : 2025-03-15
The Art Of Natural Language Generation written by Pasquale De Marco and has been published by Pasquale De Marco this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-15 with Technology & Engineering categories.
Journey into the realm of natural language generation (NLG), where machines are empowered to transform data and knowledge into human-readable text. This comprehensive guide unveils the art and science behind NLG, exploring its capabilities, applications, and the profound impact it is having across industries. Uncover the fundamental concepts and techniques that underpin NLG systems, including knowledge representation, discourse planning, microplanning, and surface realization. Gain insights into the different approaches to NLG, ranging from rule-based and statistical methods to the cutting-edge advancements in deep learning and neural networks. Witness the practical applications of NLG in action, as it revolutionizes customer service, healthcare, finance, media and publishing, education, and more. From personalized recommendations and automated reports to engaging narratives and educational content, NLG is reshaping the way we interact with technology and information. Explore the ethical considerations that accompany this powerful technology, addressing potential unintended consequences, biases, and privacy concerns. Discover the importance of transparency, accountability, and human oversight to ensure responsible and ethical deployment of NLG systems. Be inspired by real-world case studies that showcase the remarkable achievements of NLG in various applications. Learn how NLG generates personalized product recommendations, creates engaging travel guides, automates report generation, enhances social media interactions, and provides real-time assistance to customers. With its in-depth analysis, practical examples, and thought-provoking insights, this book is an essential resource for anyone seeking to understand and harness the power of natural language generation. It empowers readers to navigate the complexities of NLG, make informed decisions about its implementation, and envision its transformative potential for the future. If you like this book, write a review!