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001 978-3-662-47909-4
003 DE-He213
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020 _a9783662479094
_9978-3-662-47909-4
024 7 _a10.1007/978-3-662-47909-4
_2doi
050 4 _aP98-98.5
072 7 _aUYQL
_2bicssc
072 7 _aCOM042000
_2bisacsh
082 0 4 _a006.35
_223
245 1 0 _aAnaphora Resolution
_h[electronic resource] :
_bAlgorithms, Resources, and Applications /
_cedited by Massimo Poesio, Roland Stuckardt, Yannick Versley.
264 1 _aBerlin, Heidelberg :
_bSpringer Berlin Heidelberg :
_bImprint: Springer,
_c2016.
300 _aX, 508 p. 30 illus., 4 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aTheory and Applications of Natural Language Processing,
_x2192-032X
505 0 _aPreface -- 1.Introduction -- Part I Background -- 2.Linguistic and Cognitive Evidence About Anaphora -- 3. Early Approaches to Anaphora Resolution: Theoretically Inspired and Heuristic-Based -- Part II Resources -- 4.Annotated Corpora and Annotation Tools -- 5.Evaluation Metrics -- 6.Evaluation Campaigns -- 7.Preprocessing Technology -- 8.Off-the-shelf Tools -- Part III Algorithms -- 9.The Mention-Pair Model -- 10.Advanced Machine Learning Models for Coreference Resolution -- 11.Integer Linear Programming for Coreference Resolution -- 12.Extracting Anaphoric Agreement Properties from Corpora -- 13.Detecting Non-reference and Non-anaphoricity -- 14.Using Lexical and Encyclopedic Knowledge -- Part IV Applications -- 15.Coreference Applications to Summarization -- 16.Towards a Procedure Model for Developing Anaphora Processing Applications -- Part V Outlook -- 17.Challenges and Directions of Further Research -- Index.
520 _aThis book lays out a path leading from the linguistic and cognitive basics, to classical rule-based and machine learning algorithms, to today's state-of-the-art approaches, which use advanced empirically grounded techniques, automatic knowledge acquisition, and refined linguistic modeling to make a real difference in real-world applications. Anaphora and coreference resolution both refer to the process of linking textual phrases (and, consequently, the information attached to them) within as well as across sentence boundaries, and to the same discourse referent. The book offers an overview of recent research advances, focusing on practical, operational approaches and their applications. In part I (Background), it provides a general introduction, which succinctly summarizes the linguistic, cognitive, and computational foundations of anaphora processing and the key classical rule- and machine-learning-based anaphora resolution algorithms. Acknowledging the central importance of shared resources, part II (Resources) covers annotated corpora, formal evaluation, preprocessing technology, and off-the-shelf anaphora resolution systems. Part III (Algorithms) provides a thorough description of state-of-the-art anaphora resolution algorithms, covering enhanced machine learning methods as well as techniques for accomplishing important subtasks such as mention detection and acquisition of relevant knowledge. Part IV (Applications) deals with a selection of important anaphora and coreference resolution applications, discussing particular scenarios in diverse domains and distilling a best-practice model for systematically approaching new application cases. In the concluding part V (Outlook), based on a survey conducted among the contributing authors, the prospects of the research field of anaphora processing are discussed, and promising new areas of interdisciplinary cooperation and emerging application scenarios are identified. Given the book's design, it can be used both as an accompanying text for advanced lectures in computational linguistics, natural language engineering, and computer science, and as a reference work for research and independent study. It addresses an audience that includes academic researchers, university lecturers, postgraduate students, advanced undergraduate students, industrial researchers, and software engineers.
650 0 _aComputer science.
650 0 _aComputational linguistics.
650 1 4 _aComputer Science.
650 2 4 _aLanguage Translation and Linguistics.
650 2 4 _aComputational Linguistics.
700 1 _aPoesio, Massimo.
_eeditor.
700 1 _aStuckardt, Roland.
_eeditor.
700 1 _aVersley, Yannick.
_eeditor.
710 2 _aSpringerLink (Online service)
773 0 _tSpringer eBooks
776 0 8 _iPrinted edition:
_z9783662479087
830 0 _aTheory and Applications of Natural Language Processing,
_x2192-032X
856 4 0 _uhttp://dx.doi.org/10.1007/978-3-662-47909-4
912 _aZDB-2-SCS
942 _cEBK
999 _c57987
_d57987