A Comprehensive Comparative Study of Word and Sentence Similarity Measures

Sentence similarity is considered the basis of many natural language tasks such as information retrieval, question answering and text summarization. The semantic meaning between compared text fragments is based on the words’ semantic features and their relationships. This article reviews a set of wo...

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Main Authors: Issa, Atoum, Ahmed, Otoom, Narayanan, Kulathuramaiyer
Format: Article
Language:English
Published: International Journal of Computer Applications 2016
Subjects:
Online Access:http://ir.unimas.my/id/eprint/16381/1/Issa%20Atoum.pdf
http://ir.unimas.my/id/eprint/16381/
https://www.researchgate.net/publication/294873785_A_Comprehensive_Comparative_Study_of_Word_and_Sentence_Similarity_Measures
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Institution: Universiti Malaysia Sarawak
Language: English
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spelling my.unimas.ir.163812022-02-04T08:45:19Z http://ir.unimas.my/id/eprint/16381/ A Comprehensive Comparative Study of Word and Sentence Similarity Measures Issa, Atoum Ahmed, Otoom Narayanan, Kulathuramaiyer T Technology (General) Sentence similarity is considered the basis of many natural language tasks such as information retrieval, question answering and text summarization. The semantic meaning between compared text fragments is based on the words’ semantic features and their relationships. This article reviews a set of word and sentence similarity measures and compares them on benchmark datasets. On the studied datasets, results showed that hybrid semantic measures perform better than both knowledge and corpus based measures. International Journal of Computer Applications 2016 Article PeerReviewed text en http://ir.unimas.my/id/eprint/16381/1/Issa%20Atoum.pdf Issa, Atoum and Ahmed, Otoom and Narayanan, Kulathuramaiyer (2016) A Comprehensive Comparative Study of Word and Sentence Similarity Measures. International Journal of Computer Applications, 135 (1). ISSN 0975 – 8887 https://www.researchgate.net/publication/294873785_A_Comprehensive_Comparative_Study_of_Word_and_Sentence_Similarity_Measures DOI: 10.5120/ijca2016908259
institution Universiti Malaysia Sarawak
building Centre for Academic Information Services (CAIS)
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Sarawak
content_source UNIMAS Institutional Repository
url_provider http://ir.unimas.my/
language English
topic T Technology (General)
spellingShingle T Technology (General)
Issa, Atoum
Ahmed, Otoom
Narayanan, Kulathuramaiyer
A Comprehensive Comparative Study of Word and Sentence Similarity Measures
description Sentence similarity is considered the basis of many natural language tasks such as information retrieval, question answering and text summarization. The semantic meaning between compared text fragments is based on the words’ semantic features and their relationships. This article reviews a set of word and sentence similarity measures and compares them on benchmark datasets. On the studied datasets, results showed that hybrid semantic measures perform better than both knowledge and corpus based measures.
format Article
author Issa, Atoum
Ahmed, Otoom
Narayanan, Kulathuramaiyer
author_facet Issa, Atoum
Ahmed, Otoom
Narayanan, Kulathuramaiyer
author_sort Issa, Atoum
title A Comprehensive Comparative Study of Word and Sentence Similarity Measures
title_short A Comprehensive Comparative Study of Word and Sentence Similarity Measures
title_full A Comprehensive Comparative Study of Word and Sentence Similarity Measures
title_fullStr A Comprehensive Comparative Study of Word and Sentence Similarity Measures
title_full_unstemmed A Comprehensive Comparative Study of Word and Sentence Similarity Measures
title_sort comprehensive comparative study of word and sentence similarity measures
publisher International Journal of Computer Applications
publishDate 2016
url http://ir.unimas.my/id/eprint/16381/1/Issa%20Atoum.pdf
http://ir.unimas.my/id/eprint/16381/
https://www.researchgate.net/publication/294873785_A_Comprehensive_Comparative_Study_of_Word_and_Sentence_Similarity_Measures
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