Improving spaCy dependency annotation and PoS tagging web service using independent NER services

Dependency parsing is often used as a component in many text analysis pipelines. However, performance, especially in specialized domains, suffers from the presence of complex terminology. Our hypothesis is that including named entity annotations can improve the speed and quality of dependency parses...

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Detalles Bibliográficos
Autores principales: Colic, Nico, Rinaldi, Fabio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Korea Genome Organization 2019
Materias:
Application Note
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6808626/
https://www.ncbi.nlm.nih.gov/pubmed/31307136
http://dx.doi.org/10.5808/GI.2019.17.2.e21
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author Colic, Nico
Rinaldi, Fabio
author_facet Colic, Nico
Rinaldi, Fabio
author_sort Colic, Nico
collection PubMed
description Dependency parsing is often used as a component in many text analysis pipelines. However, performance, especially in specialized domains, suffers from the presence of complex terminology. Our hypothesis is that including named entity annotations can improve the speed and quality of dependency parses. As part of BLAH5, we built a web service delivering improved dependency parses by taking into account named entity annotations obtained by third party services. Our evaluation shows improved results and better speed.
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spelling pubmed-68086262019-10-30 Improving spaCy dependency annotation and PoS tagging web service using independent NER services Colic, Nico Rinaldi, Fabio Genomics Inform Application Note Dependency parsing is often used as a component in many text analysis pipelines. However, performance, especially in specialized domains, suffers from the presence of complex terminology. Our hypothesis is that including named entity annotations can improve the speed and quality of dependency parses. As part of BLAH5, we built a web service delivering improved dependency parses by taking into account named entity annotations obtained by third party services. Our evaluation shows improved results and better speed. Korea Genome Organization 2019-06-24 /pmc/articles/PMC6808626/ /pubmed/31307136 http://dx.doi.org/10.5808/GI.2019.17.2.e21 Text en (c) 2019, Korea Genome Organization (CC) This is an open-access article distributed under the terms of the Creative Commons Attribution license(https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Application Note
Colic, Nico
Rinaldi, Fabio
Improving spaCy dependency annotation and PoS tagging web service using independent NER services
title Improving spaCy dependency annotation and PoS tagging web service using independent NER services
title_full Improving spaCy dependency annotation and PoS tagging web service using independent NER services
title_fullStr Improving spaCy dependency annotation and PoS tagging web service using independent NER services
title_full_unstemmed Improving spaCy dependency annotation and PoS tagging web service using independent NER services
title_short Improving spaCy dependency annotation and PoS tagging web service using independent NER services
title_sort improving spacy dependency annotation and pos tagging web service using independent ner services
topic Application Note
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6808626/
https://www.ncbi.nlm.nih.gov/pubmed/31307136
http://dx.doi.org/10.5808/GI.2019.17.2.e21
work_keys_str_mv AT colicnico improvingspacydependencyannotationandpostaggingwebserviceusingindependentnerservices
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