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Evaluating a Pivot-Based Approach for Bilingual Lexicon Extraction

A pivot-based approach for bilingual lexicon extraction is based on the similarity of context vectors represented by words in a pivot language like English. In this paper, in order to show validity and usability of the pivot-based approach, we evaluate the approach in company with two different meth...

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Detalles Bibliográficos
Autores principales: Kim, Jae-Hoon, Kwon, Hong-Seok, Seo, Hyeong-Won
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4423015/
https://www.ncbi.nlm.nih.gov/pubmed/25983745
http://dx.doi.org/10.1155/2015/434153
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author Kim, Jae-Hoon
Kwon, Hong-Seok
Seo, Hyeong-Won
author_facet Kim, Jae-Hoon
Kwon, Hong-Seok
Seo, Hyeong-Won
author_sort Kim, Jae-Hoon
collection PubMed
description A pivot-based approach for bilingual lexicon extraction is based on the similarity of context vectors represented by words in a pivot language like English. In this paper, in order to show validity and usability of the pivot-based approach, we evaluate the approach in company with two different methods for estimating context vectors: one estimates them from two parallel corpora based on word association between source words (resp., target words) and pivot words and the other estimates them from two parallel corpora based on word alignment tools for statistical machine translation. Empirical results on two language pairs (e.g., Korean-Spanish and Korean-French) have shown that the pivot-based approach is very promising for resource-poor languages and this approach observes its validity and usability. Furthermore, for words with low frequency, our method is also well performed.
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spelling pubmed-44230152015-05-17 Evaluating a Pivot-Based Approach for Bilingual Lexicon Extraction Kim, Jae-Hoon Kwon, Hong-Seok Seo, Hyeong-Won Comput Intell Neurosci Research Article A pivot-based approach for bilingual lexicon extraction is based on the similarity of context vectors represented by words in a pivot language like English. In this paper, in order to show validity and usability of the pivot-based approach, we evaluate the approach in company with two different methods for estimating context vectors: one estimates them from two parallel corpora based on word association between source words (resp., target words) and pivot words and the other estimates them from two parallel corpora based on word alignment tools for statistical machine translation. Empirical results on two language pairs (e.g., Korean-Spanish and Korean-French) have shown that the pivot-based approach is very promising for resource-poor languages and this approach observes its validity and usability. Furthermore, for words with low frequency, our method is also well performed. Hindawi Publishing Corporation 2015 2015-04-23 /pmc/articles/PMC4423015/ /pubmed/25983745 http://dx.doi.org/10.1155/2015/434153 Text en Copyright © 2015 Jae-Hoon Kim et al. https://creativecommons.org/licenses/by/3.0/ 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
Kim, Jae-Hoon
Kwon, Hong-Seok
Seo, Hyeong-Won
Evaluating a Pivot-Based Approach for Bilingual Lexicon Extraction
title Evaluating a Pivot-Based Approach for Bilingual Lexicon Extraction
title_full Evaluating a Pivot-Based Approach for Bilingual Lexicon Extraction
title_fullStr Evaluating a Pivot-Based Approach for Bilingual Lexicon Extraction
title_full_unstemmed Evaluating a Pivot-Based Approach for Bilingual Lexicon Extraction
title_short Evaluating a Pivot-Based Approach for Bilingual Lexicon Extraction
title_sort evaluating a pivot-based approach for bilingual lexicon extraction
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4423015/
https://www.ncbi.nlm.nih.gov/pubmed/25983745
http://dx.doi.org/10.1155/2015/434153
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