Question Answering for the Curated Web (Record no. 84984)
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fixed length control field | 04011nam a22005295i 4500 |
001 - CONTROL NUMBER | |
control field | 978-3-031-79512-1 |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20240730163804.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 220601s2022 sz | s |||| 0|eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
ISBN | 9783031795121 |
-- | 978-3-031-79512-1 |
082 04 - CLASSIFICATION NUMBER | |
Call Number | 510 |
100 1# - AUTHOR NAME | |
Author | Saha Roy, Rishiraj. |
245 10 - TITLE STATEMENT | |
Title | Question Answering for the Curated Web |
Sub Title | Tasks and Methods in QA over Knowledge Bases and Text Collections / |
250 ## - EDITION STATEMENT | |
Edition statement | 1st ed. 2022. |
300 ## - PHYSICAL DESCRIPTION | |
Number of Pages | XXI, 172 p. |
490 1# - SERIES STATEMENT | |
Series statement | Synthesis Lectures on Information Concepts, Retrieval, and Services, |
505 0# - FORMATTED CONTENTS NOTE | |
Remark 2 | Preface -- Acknowledgments -- Introduction -- Setup -- Getting Started with Simple Questions -- Complex Question Answering -- Conversational Question Answering -- Part I: Summary and Insights -- Setup -- Reading Comprehension -- Open-Domain Question Answering -- Multi-Hop Question Answering -- Conversational Question Answering -- Part II: Summary and Insights -- Open Directions -- References -- Authors' Biographies. |
520 ## - SUMMARY, ETC. | |
Summary, etc | Question answering (QA) systems on the Web try to provide crisp answers to information needs posed in natural language, replacing the traditional ranked list of documents. QA, posing a multitude of research challenges, has emerged as one of the most actively investigated topics in information retrieval, natural language processing, and the artificial intelligence communities today. The flip side of such diverse and active interest is that publications are highly fragmented across several venues in the above communities, making it very difficult for new entrants to the field to get a good overview of the topic. Through this book, we make an attempt towards mitigating the above problem by providing an overview of the state-of-the-art in question answering. We cover the twin paradigms of curated Web sources used in QA tasks ‒ trusted text collections like Wikipedia, and objective information distilled into large-scale knowledge bases. We discuss distinct methodologies that have been applied to solve the QA problem in both these paradigms, using instantiations of recent systems for illustration. We begin with an overview of the problem setup and evaluation, cover notable sub-topics like open-domain, multi-hop, and conversational QA in depth, and conclude with key insights and emerging topics. We believe that this resource is a valuable contribution towards a unified view on QA, helping graduate students and researchers planning to work on this topic in the near future. |
700 1# - AUTHOR 2 | |
Author 2 | Anand, Avishek. |
856 40 - ELECTRONIC LOCATION AND ACCESS | |
Uniform Resource Identifier | https://doi.org/10.1007/978-3-031-79512-1 |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Koha item type | eBooks |
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-- | Cham : |
-- | Springer International Publishing : |
-- | Imprint: Springer, |
-- | 2022. |
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-- | computer |
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-- | rdamedia |
338 ## - | |
-- | online resource |
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347 ## - | |
-- | text file |
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650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Mathematics. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Information storage and retrieval systems. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Computer networks . |
650 14 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Mathematics. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Information Storage and Retrieval. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Computer Communication Networks. |
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
-- | 1947-9468 |
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-- | ZDB-2-SXSC |
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