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Author : Margaret A. Mitchell
Publisher :
ISBN 13 :
Total Pages : 94 pages
Book Rating : 4.:/5 (268 download)
Download or read book The generation of referring expressions in natural language processing written by Margaret A. Mitchell and published by . This book was released on 2005 with total page 94 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Fahime Same
Publisher : Language Science Press
ISBN 13 : 3961104719
Total Pages : 276 pages
Book Rating : 4.9/5 (611 download)
Download or read book Referring expression generation in context written by Fahime Same and published by Language Science Press. This book was released on 2024-06-03 with total page 276 pages. Available in PDF, EPUB and Kindle. Book excerpt: Reference production, often termed Referring Expression Generation (REG) in computational linguistics, encompasses two distinct tasks: (1) one-shot REG, and (2) REG-in-context. One-shot REG explores which properties of a referent offer a unique description of it. In contrast, REG-in-context asks which (anaphoric) referring expressions are optimal at various points in discourse. This book offers a series of in-depth studies of the REG-in-context task. It thoroughly explores various aspects of the task such as corpus selection, computational methods, feature analysis, and evaluation techniques. The comparative study of different corpora highlights the pivotal role of corpus choice in REG-in-context research, emphasizing its influence on all subsequent model development steps. An experimental analysis of various feature-based machine learning models reveals that those with a concise set of linguistically-informed features can rival models with more features. Furthermore, this work highlights the importance of paragraph-related concepts, an area underexplored in Natural Language Generation (NLG). The book offers a thorough evaluation of different approaches to the REG-in-context task (rule-based, feature-based, and neural end-to-end), and demonstrates that well-crafted, non-neural models are capable of matching or surpassing the performance of neural REG-in-context models. In addition, the book delves into post-hoc experiments, aimed at improving the explainability of both neural and classical REG-in-context models. It also addresses other critical topics, such as the limitations of accuracy-based evaluation metrics and the essential role of human evaluation in NLG research. These studies collectively advance our understanding of REG-in-context. They highlight the importance of selecting appropriate corpora and targeted features. They show the need for context-aware modeling and the value of a comprehensive approach to model evaluation and interpretation. This detailed analysis of REG-in-context paves the way for developing more sophisticated, linguistically-informed, and contextually appropriate NLG systems.
Author : Fahime Same
Publisher : BoD – Books on Demand
ISBN 13 : 3985541000
Total Pages : 278 pages
Book Rating : 4.9/5 (855 download)
Download or read book Referring expression generation in context written by Fahime Same and published by BoD – Books on Demand. This book was released on 2024-06-03 with total page 278 pages. Available in PDF, EPUB and Kindle. Book excerpt: Reference production, often termed Referring Expression Generation (REG) in computational linguistics, encompasses two distinct tasks: (1) one-shot REG, and (2) REG-in-context. One-shot REG explores which properties of a referent offer a unique description of it. In contrast, REG-in-context asks which (anaphoric) referring expressions are optimal at various points in discourse. This book offers a series of in-depth studies of the REG-in-context task. It thoroughly explores various aspects of the task such as corpus selection, computational methods, feature analysis, and evaluation techniques. The comparative study of different corpora highlights the pivotal role of corpus choice in REG-in-context research, emphasizing its influence on all subsequent model development steps. An experimental analysis of various feature-based machine learning models reveals that those with a concise set of linguistically-informed features can rival models with more features. Furthermore, this work highlights the importance of paragraph-related concepts, an area underexplored in Natural Language Generation (NLG). The book offers a thorough evaluation of different approaches to the REG-in-context task (rule-based, feature-based, and neural end-to-end), and demonstrates that well-crafted, non-neural models are capable of matching or surpassing the performance of neural REG-in-context models. In addition, the book delves into post-hoc experiments, aimed at improving the explainability of both neural and classical REG-in-context models. It also addresses other critical topics, such as the limitations of accuracy-based evaluation metrics and the essential role of human evaluation in NLG research. These studies collectively advance our understanding of REG-in-context. They highlight the importance of selecting appropriate corpora and targeted features. They show the need for context-aware modeling and the value of a comprehensive approach to model evaluation and interpretation. This detailed analysis of REG-in-context paves the way for developing more sophisticated, linguistically-informed, and contextually appropriate NLG systems.
Author : Robert Dale
Publisher : Bradford Book
ISBN 13 :
Total Pages : 304 pages
Book Rating : 4.3/5 (91 download)
Download or read book Generating Referring Expressions written by Robert Dale and published by Bradford Book. This book was released on 1992 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: Robert Dale presents a detailed description of the development of algorithms for the generation of referring expressions, and of the underlying structures that motivate these algorithms, in a dynamic domain. He provides a number of novel results in both knowledge representation and natural language generation that should have straightforward applications in other domains. Dale describes EPICURE, a natural language generating system, and its capacity to create referring expressions in a domain embodying several interesting features: The entities in the domain consist of masses and sets as well as the more usual singular individuals; during the development of a discourse, the entities may take on new properties, existing entities may be destroyed, and new entities may be created; and the discourses within which the entities appear are hierarchically structured, allowing for the integration of discourse-structural constraints on the use of anaphoric expressions. EPICURE is designed to generate text from underlying plans. Dale uses cooking recipes as examples, showing how the system must determine what level of explanation is required and how the events in the plan must be modeled to ensure that the references generated are accurate.
Author : G.A. Kempen
Publisher : Springer Science & Business Media
ISBN 13 : 9400936451
Total Pages : 460 pages
Book Rating : 4.4/5 (9 download)
Download or read book Natural Language Generation written by G.A. Kempen and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 460 pages. Available in PDF, EPUB and Kindle. Book excerpt: Proceedings of the NATO Advanced Research Workshop, Nijmegen, The Netherlands, August 19-23, 1986
Author : Robert Dale
Publisher : Bradford Book
ISBN 13 :
Total Pages : 304 pages
Book Rating : 4.:/5 (43 download)
Download or read book Generating Referring Expressions written by Robert Dale and published by Bradford Book. This book was released on 1992 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: Robert Dale presents a detailed description of the development of algorithms for the generation of referring expressions, and of the underlying structures that motivate these algorithms, in a dynamic domain. He provides a number of novel results in both knowledge representation and natural language generation that should have straightforward applications in other domains. Dale describes EPICURE, a natural language generating system, and its capacity to create referring expressions in a domain embodying several interesting features: The entities in the domain consist of masses and sets as well as the more usual singular individuals; during the development of a discourse, the entities may take on new properties, existing entities may be destroyed, and new entities may be created; and the discourses within which the entities appear are hierarchically structured, allowing for the integration of discourse-structural constraints on the use of anaphoric expressions. EPICURE is designed to generate text from underlying plans. Dale uses cooking recipes as examples, showing how the system must determine what level of explanation is required and how the events in the plan must be modeled to ensure that the references generated are accurate.
Author : Emiel Krahmer
Publisher : Springer Science & Business Media
ISBN 13 : 3642155723
Total Pages : 363 pages
Book Rating : 4.6/5 (421 download)
Download or read book Empirical Methods in Natural Language Generation written by Emiel Krahmer and published by Springer Science & Business Media. This book was released on 2010-09-09 with total page 363 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Author : Ehud Reiter
Publisher : Cambridge University Press
ISBN 13 : 0521620368
Total Pages : 274 pages
Book Rating : 4.5/5 (216 download)
Download or read book Building Natural Language Generation Systems written by Ehud Reiter and published by Cambridge University Press. This book was released on 2000-01-28 with total page 274 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Author : Robert Dale
Publisher : CRC Press
ISBN 13 : 9780824790004
Total Pages : 974 pages
Book Rating : 4.7/5 (9 download)
Download or read book Handbook of Natural Language Processing written by Robert Dale and published by CRC Press. This book was released on 2000-07-25 with total page 974 pages. Available in PDF, EPUB and Kindle. Book excerpt: This study explores the design and application of natural language text-based processing systems, based on generative linguistics, empirical copus analysis, and artificial neural networks. It emphasizes the practical tools to accommodate the selected system.
Author : Michael Zock
Publisher : Burns & Oates
ISBN 13 :
Total Pages : 208 pages
Book Rating : 4.3/5 (91 download)
Download or read book Advances in Natural Language Generation written by Michael Zock and published by Burns & Oates. This book was released on 1988 with total page 208 pages. Available in PDF, EPUB and Kindle. Book excerpt: This collection of essays deals with the problem of natural language generation, that is: how to simulate by computer the determinism, organization and expression of thoughts in oral or written form. Compared to sentence or text-analysis (parsing) little work has been done in the field of generation, which is still a young discipline.
Author : Nicolas Nicolov
Publisher : John Benjamins Publishing
ISBN 13 : 9789027248077
Total Pages : 328 pages
Book Rating : 4.2/5 (48 download)
Download or read book Recent Advances in Natural Language Processing IV written by Nicolas Nicolov and published by John Benjamins Publishing. This book was released on 2007 with total page 328 pages. Available in PDF, EPUB and Kindle. Book excerpt: Printbegrænsninger: Der kan printes 10 sider ad gangen og max. 40 sider pr. session
Author : Amanda Stent
Publisher : Cambridge University Press
ISBN 13 : 1107010020
Total Pages : 383 pages
Book Rating : 4.1/5 (7 download)
Download or read book Natural Language Generation in Interactive Systems written by Amanda Stent and published by Cambridge University Press. This book was released on 2014-06-12 with total page 383 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive overview of the state-of-the-art in natural language generation for interactive systems, with links to resources for further research.
Author : Kees van Deemter
Publisher : MIT Press
ISBN 13 : 0262034557
Total Pages : 350 pages
Book Rating : 4.2/5 (62 download)
Download or read book Computational Models of Referring written by Kees van Deemter and published by MIT Press. This book was released on 2016-04-29 with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt: 8.6 Issues Raised by the Algorithms Proposed
Author : Giovanni Adorni
Publisher : Springer Science & Business Media
ISBN 13 : 9783540608004
Total Pages : 402 pages
Book Rating : 4.6/5 (8 download)
Download or read book Trends in Natural Language Generation - An Artificial Intelligence Perspective written by Giovanni Adorni and published by Springer Science & Business Media. This book was released on 1996-03-13 with total page 402 pages. Available in PDF, EPUB and Kindle. Book excerpt: This proceedings volume gives an up-to-date overview of the most recent results in the field of plant molecular response to environmental constraints, especially heat, cold, water/drought, salt or light. It centers on molecular approaches in understanding the bases of plant tolerance to physical stresses, links among different environmental stresses, and the manipulation of gene expression by recombinant DNA technology to obtain tolerant transgenic plants.
Author : Aarne Ranta
Publisher : Springer
ISBN 13 : 3540852875
Total Pages : 522 pages
Book Rating : 4.5/5 (48 download)
Download or read book Advances in Natural Language Processing written by Aarne Ranta and published by Springer. This book was released on 2008-08-28 with total page 522 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 6th International Conference on Natural Language Processing, GoTAL 2008, Gothenburg, Sweden, August 2008. The 44 revised full papers presented together with 3 invited talks were carefully reviewed and selected from 107 submissions. The papers address all current issues in computational linguistics and monolingual and multilingual intelligent language processing - theory, methods and applications.
Author : Alexander Gelbukh
Publisher : Springer
ISBN 13 : 3642549063
Total Pages : 554 pages
Book Rating : 4.6/5 (425 download)
Download or read book Computational Linguistics and Intelligent Text Processing written by Alexander Gelbukh and published by Springer. This book was released on 2014-04-18 with total page 554 pages. Available in PDF, EPUB and Kindle. Book excerpt: This two-volume set, consisting of LNCS 8403 and LNCS 8404, constitutes the thoroughly refereed proceedings of the 14th International Conference on Intelligent Text Processing and Computational Linguistics, CICLing 2014, held in Kathmandu, Nepal, in April 2014. The 85 revised papers presented together with 4 invited papers were carefully reviewed and selected from 300 submissions. The papers are organized in the following topical sections: lexical resources; document representation; morphology, POS-tagging, and named entity recognition; syntax and parsing; anaphora resolution; recognizing textual entailment; semantics and discourse; natural language generation; sentiment analysis and emotion recognition; opinion mining and social networks; machine translation and multilingualism; information retrieval; text classification and clustering; text summarization; plagiarism detection; style and spelling checking; speech processing; and applications.
Author : Anja Belz
Publisher : Springer
ISBN 13 : 3540278230
Total Pages : 227 pages
Book Rating : 4.5/5 (42 download)
Download or read book Natural Language Generation written by Anja Belz and published by Springer. This book was released on 2011-04-02 with total page 227 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
