Minimalistic Approach to Coreference Resolution in Lithuanian Medical Records

Author:

Žitkus Voldemaras1,Butkienė Rita1,Butleris Rimantas1,Maskeliūnas Rytis1ORCID,Damaševičius Robertas1ORCID,Woźniak Marcin2ORCID

Affiliation:

1. Faculty of Informatics, Kaunas University of Technology, 51386 Kaunas, Lithuania

2. Institute of Mathematics, Silesian University of Technology, 44-100 Gliwice, Poland

Abstract

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.

Publisher

Hindawi Limited

Subject

Applied Mathematics,General Immunology and Microbiology,General Biochemistry, Genetics and Molecular Biology,Modeling and Simulation,General Medicine

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