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On the Temporality of Priors in Entity Linking
Entity linking is a fundamental task in natural language processing which deals with the lexical ambiguity in texts. An important component in entity linking approaches is the mention-to-entity prior probability. Even though there is a large number of works in entity linking, the existing approaches...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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2020
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7148058/ http://dx.doi.org/10.1007/978-3-030-45442-5_47 |
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author | Stoffalette João, Renato |
author_facet | Stoffalette João, Renato |
author_sort | Stoffalette João, Renato |
collection | PubMed |
description | Entity linking is a fundamental task in natural language processing which deals with the lexical ambiguity in texts. An important component in entity linking approaches is the mention-to-entity prior probability. Even though there is a large number of works in entity linking, the existing approaches do not explicitly consider the time aspect, specifically the temporality of an entity’s prior probability. We posit that this prior probability is temporal in nature and affects the performance of entity linking systems. In this paper we systematically study the effect of the prior on the entity linking performance over the temporal validity of both texts and KBs. |
format | Online Article Text |
id | pubmed-7148058 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
record_format | MEDLINE/PubMed |
spelling | pubmed-71480582020-04-13 On the Temporality of Priors in Entity Linking Stoffalette João, Renato Advances in Information Retrieval Article Entity linking is a fundamental task in natural language processing which deals with the lexical ambiguity in texts. An important component in entity linking approaches is the mention-to-entity prior probability. Even though there is a large number of works in entity linking, the existing approaches do not explicitly consider the time aspect, specifically the temporality of an entity’s prior probability. We posit that this prior probability is temporal in nature and affects the performance of entity linking systems. In this paper we systematically study the effect of the prior on the entity linking performance over the temporal validity of both texts and KBs. 2020-03-24 /pmc/articles/PMC7148058/ http://dx.doi.org/10.1007/978-3-030-45442-5_47 Text en © Springer Nature Switzerland AG 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Stoffalette João, Renato On the Temporality of Priors in Entity Linking |
title | On the Temporality of Priors in Entity Linking |
title_full | On the Temporality of Priors in Entity Linking |
title_fullStr | On the Temporality of Priors in Entity Linking |
title_full_unstemmed | On the Temporality of Priors in Entity Linking |
title_short | On the Temporality of Priors in Entity Linking |
title_sort | on the temporality of priors in entity linking |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7148058/ http://dx.doi.org/10.1007/978-3-030-45442-5_47 |
work_keys_str_mv | AT stoffalettejoaorenato onthetemporalityofpriorsinentitylinking |