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Context similarity based hybrid approach for extracting hindi multiword expressions.

Authors :
Mishra, Atul
Shaikh, Soharab Hossain
Sanyal, Ratna
Source :
Journal of Intelligent & Fuzzy Systems. 2022, Vol. 43 Issue 5, p5595-5605. 11p.
Publication Year :
2022

Abstract

In natural language processing, multiword expressions (MWEs) play a significant role in understanding the context and meaning of a sentence. A MWE comprises two or more words that are handled as if they were one. MWE has the property that the constituent words are consistent and are often used in related contexts. Hindi is used as a case study. We employed three properties: linguistic or syntactical pattern, a relationship between constituent words, and context similarity and proposed a three-phase hybrid approach to extract MWE from unstructured Hindi text. Experimental analysis and comparison of results on the TDIL dataset show the superiority of the proposed hybrid method over the context-based method and association-based methods. [ABSTRACT FROM AUTHOR]

Subjects

Subjects :
*LINGUISTIC context

Details

Language :
English
ISSN :
10641246
Volume :
43
Issue :
5
Database :
Academic Search Index
Journal :
Journal of Intelligent & Fuzzy Systems
Publication Type :
Academic Journal
Accession number :
159498630
Full Text :
https://doi.org/10.3233/JIFS-212595