publication . Conference object . 2020

Linking Named Entities across Languages using Multilingual Word Embeddings

Elvys Linhares Pontes; Jose G. Moreno; Antoine Doucet;
Open Access English
  • Published: 01 Aug 2020
  • Publisher: HAL CCSD
  • Country: France
Abstract
ISBN: 978-1-4503-7585-6; International audience; Digital libraries are online collections of digital objects that can include text, images, audio, or videos in several languages. It has long been observed that named entities (NEs) are key to the access to digital library portals as they are contained in most user queries. However, NEs can have different spellings for each language which reduces the performance of user queries to retrieve documents across languages. Cross-lingual named entity linking (XEL) connects NEs from documents in a source language to external knowledge bases in another (target) language. The XEL task is especially challenging due to the di...
Subjects
free text keywords: [INFO.INFO-TT]Computer Science [cs]/Document and Text Processing, [INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG], [INFO.INFO-IR]Computer Science [cs]/Information Retrieval [cs.IR], [INFO.INFO-HC]Computer Science [cs]/Human-Computer Interaction [cs.HC], [INFO.INFO-DL]Computer Science [cs]/Digital Libraries [cs.DL], [INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL], [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI], Cross-Lingual Named Entity Linking, Multilingual Word Embeddings, Digital Library, Indexing, Cross-Lingual Named Entity Linking, Multilingual Word Embeddings, Digital Library, Indexing, Named entity, Artificial intelligence, business.industry, business, Estonian, language.human_language, language, Computer science, English version, Digital library, Natural language processing, computer.software_genre, computer, Search engine indexing
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Funded by
EC| EMBEDDIA
Project
EMBEDDIA
Cross-Lingual Embeddings for Less-Represented Languages in European News Media
  • Funder: European Commission (EC)
  • Project Code: 825153
  • Funding stream: H2020 | RIA
Validated by funder
,
EC| NewsEye
Project
NewsEye
NewsEye: A Digital Investigator for Historical Newspapers
  • Funder: European Commission (EC)
  • Project Code: 770299
  • Funding stream: H2020 | RIA
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Zenodo
Conference object . 2020
Provider: Datacite
Open Access
ZENODO
Conference object . 2020
Provider: ZENODO
Open Access
Zenodo
Conference object . 2020
Provider: Datacite
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