03797nam a22006255i 4500 978-3-031-74901-8 DE-He213 20251030114942.0 cr nn 008mamaa 250218s2024 sz | s |||| 0|eng d 9783031749018 978-3-031-74901-8 10.1007/978-3-031-74901-8 doi QA76.9.N38 UYQL bicssc COM073000 bisacsh UYQL thema Tsai, Chen-Tse. author. aut http://id.loc.gov/vocabulary/relators/aut 90807 Multilingual Entity Linking [electronic resource] / by Chen-Tse Tsai, Shyam Upadhyay, Dan Roth. 1st ed. 2024. Cham : Springer Nature Switzerland : Imprint: Springer, 2024. XIV, 154 p. 39 illus., 25 illus. in color. online resource. text txt rdacontent computer c rdamedia online resource cr rdacarrier text file PDF rda Synthesis Lectures on Human Language Technologies, 1947-4059 Chapter 1 Introduction to Entity Discovery and Linking -- Chapter 2 Knowledge Bases, Datasets, and Evaluation -- Chapter 3 Overview of Entity Discovery and Linking Pipeline. This 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. Natural language processing (Computer science). 65131 Expert systems (Computer science). 67822 Machine learning. 55059 Data mining. 6941 Image processing Digital techniques. 64228 Computer vision. Artificial intelligence. 58441 Natural Language Processing (NLP). 66164 Knowledge Based Systems. 67823 Machine Learning. 55059 Data Mining and Knowledge Discovery. Computer Imaging, Vision, Pattern Recognition and Graphics. 65550 Artificial Intelligence. 58441 Upadhyay, Shyam. author. aut http://id.loc.gov/vocabulary/relators/aut 90808 Roth, Dan. author. aut http://id.loc.gov/vocabulary/relators/aut 90809 SpringerLink (Online service) Springer Nature eBook Printed edition: 9783031749001 Printed edition: 9783031749025 Printed edition: 9783031749032 Synthesis Lectures on Human Language Technologies, 1947-4059 66859 https://doi.org/10.1007/978-3-031-74901-8 ZDB-2-SXSC 66713 66713