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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2019
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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. |
format | Online Article Text |
id | pubmed-6446105 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
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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