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020 _a9783031749018
_9978-3-031-74901-8
024 7 _a10.1007/978-3-031-74901-8
_2doi
050 4 _aQA76.9.N38
072 7 _aUYQL
_2bicssc
072 7 _aCOM073000
_2bisacsh
072 7 _aUYQL
_2thema
100 1 _aTsai, Chen-Tse.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_990807
245 1 0 _aMultilingual Entity Linking
_h[electronic resource] /
_cby Chen-Tse Tsai, Shyam Upadhyay, Dan Roth.
250 _a1st ed. 2024.
264 1 _aCham :
_bSpringer Nature Switzerland :
_bImprint: Springer,
_c2024.
300 _aXIV, 154 p. 39 illus., 25 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 _aSynthesis Lectures on Human Language Technologies,
_x1947-4059
505 0 _aChapter 1 Introduction to Entity Discovery and Linking -- Chapter 2 Knowledge Bases, Datasets, and Evaluation -- Chapter 3 Overview of Entity Discovery and Linking Pipeline.
520 _aThis book focuses on Entity Discovery and Linking (EDL), which is the problem of identifying concepts and entities, disambiguating them, and grounding them to one or more knowledge bases (KBs). The authors first provide background on the topic and emphasize why it is a crucial step toward understanding natural language text. As most of the content on the internet is not in English, the book also discusses cross-lingual EDL. The authors present the challenges associated with EDL problems and explain the existing solutions. The book covers the core challenges that apply to all EDL problems, as well as the additional challenges associated with cross-lingual EDL problems. The authors also survey relevant research papers, highlight recent trends, and identify areas for future research. Introduces entity discovery and linking and discusses its important role in natural language processing Explains the challenges and existing solutions to both monolingual and cross-lingual EDL problems Identifies resources for readers, including popular datasets, knowledge bases, and evaluation methodologies.
650 0 _aNatural language processing (Computer science).
_965131
650 0 _aExpert systems (Computer science).
_967822
650 0 _aMachine learning.
_955059
650 0 _aData mining.
_96941
650 0 _aImage processing
_xDigital techniques.
_964228
650 0 _aComputer vision.
650 0 _aArtificial intelligence.
_958441
650 1 4 _aNatural Language Processing (NLP).
_966164
650 2 4 _aKnowledge Based Systems.
_967823
650 2 4 _aMachine Learning.
_955059
650 2 4 _aData Mining and Knowledge Discovery.
650 2 4 _aComputer Imaging, Vision, Pattern Recognition and Graphics.
_965550
650 2 4 _aArtificial Intelligence.
_958441
700 1 _aUpadhyay, Shyam.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_990808
700 1 _aRoth, Dan.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_990809
710 2 _aSpringerLink (Online service)
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783031749001
776 0 8 _iPrinted edition:
_z9783031749025
776 0 8 _iPrinted edition:
_z9783031749032
830 0 _aSynthesis Lectures on Human Language Technologies,
_x1947-4059
_966859
856 4 0 _uhttps://doi.org/10.1007/978-3-031-74901-8
912 _aZDB-2-SXSC
999 _c66713
_d66713