Multilingual Entity Linking

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Multilingual Entity Linking

Data mining Artificial intelligence Expert systems / knowledge-based systems Natural language and machine translation Machine learning Image processing

Authors: Chen-Tse Tsai, Shyam Upadhyay, Dan Roth

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Collection: Synthesis Lectures on Human Language Technologies

Language: English

Published by: Springer

Published on: 17th February 2025

Format: LCP-protected ePub

ISBN: 9783031749018


Entity Discovery and Linking (EDL)

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.

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