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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2015
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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. |
format | Online Article Text |
id | pubmed-4423015 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
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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