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Minimalistic Approach to Coreference Resolution in Lithuanian Medical Records

Coreference resolution is a challenging part of natural language processing (NLP) with applications in machine translation, semantic search and other information retrieval, and decision support systems. Coreference resolution requires linguistic preprocessing and rich language resources for automati...

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Autores principales: Žitkus, Voldemaras, Butkienė, Rita, Butleris, Rimantas, Maskeliūnas, Rytis, Damaševičius, Robertas, Woźniak, Marcin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6446105/
https://www.ncbi.nlm.nih.gov/pubmed/31015858
http://dx.doi.org/10.1155/2019/9079840
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author Žitkus, Voldemaras
Butkienė, Rita
Butleris, Rimantas
Maskeliūnas, Rytis
Damaševičius, Robertas
Woźniak, Marcin
author_facet Žitkus, Voldemaras
Butkienė, Rita
Butleris, Rimantas
Maskeliūnas, Rytis
Damaševičius, Robertas
Woźniak, Marcin
author_sort Žitkus, Voldemaras
collection PubMed
description Coreference resolution is a challenging part of natural language processing (NLP) with applications in machine translation, semantic search and other information retrieval, and decision support systems. Coreference resolution requires linguistic preprocessing and rich language resources for automatically identifying and resolving such expressions. Many rarer and under-resourced languages (such as Lithuanian) lack the required language resources and tools. We present a method for coreference resolution in Lithuanian language and its application for processing e-health records from a hospital reception. Our novelty is the ability to process coreferences with minimal linguistic resources, which is important in linguistic applications for rare and endangered languages. The experimental results show that coreference resolution is applicable to the development of NLP-powered online healthcare services in Lithuania.
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spelling pubmed-64461052019-04-23 Minimalistic Approach to Coreference Resolution in Lithuanian Medical Records Žitkus, Voldemaras Butkienė, Rita Butleris, Rimantas Maskeliūnas, Rytis Damaševičius, Robertas Woźniak, Marcin Comput Math Methods Med Research Article Coreference resolution is a challenging part of natural language processing (NLP) with applications in machine translation, semantic search and other information retrieval, and decision support systems. Coreference resolution requires linguistic preprocessing and rich language resources for automatically identifying and resolving such expressions. Many rarer and under-resourced languages (such as Lithuanian) lack the required language resources and tools. We present a method for coreference resolution in Lithuanian language and its application for processing e-health records from a hospital reception. Our novelty is the ability to process coreferences with minimal linguistic resources, which is important in linguistic applications for rare and endangered languages. The experimental results show that coreference resolution is applicable to the development of NLP-powered online healthcare services in Lithuania. Hindawi 2019-03-20 /pmc/articles/PMC6446105/ /pubmed/31015858 http://dx.doi.org/10.1155/2019/9079840 Text en Copyright © 2019 Voldemaras Žitkus et al. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Žitkus, Voldemaras
Butkienė, Rita
Butleris, Rimantas
Maskeliūnas, Rytis
Damaševičius, Robertas
Woźniak, Marcin
Minimalistic Approach to Coreference Resolution in Lithuanian Medical Records
title Minimalistic Approach to Coreference Resolution in Lithuanian Medical Records
title_full Minimalistic Approach to Coreference Resolution in Lithuanian Medical Records
title_fullStr Minimalistic Approach to Coreference Resolution in Lithuanian Medical Records
title_full_unstemmed Minimalistic Approach to Coreference Resolution in Lithuanian Medical Records
title_short Minimalistic Approach to Coreference Resolution in Lithuanian Medical Records
title_sort minimalistic approach to coreference resolution in lithuanian medical records
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6446105/
https://www.ncbi.nlm.nih.gov/pubmed/31015858
http://dx.doi.org/10.1155/2019/9079840
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