JOURNAL ARTICLE

Role of Semantic Relations in Hindi Word Sense Disambiguation

Satyendr SinghTanveer J. Siddiqui

Year: 2015 Journal:   Procedia Computer Science Vol: 46 Pages: 240-248   Publisher: Elsevier BV

Abstract

Semantic relations play an important role in resolving the ambiguity of a polysemous word. This paper investigates the role of hypernym, hyponym, holonym and meronym relations in Hindi Word Sense Disambiguation. In this work, we have considered five different cases: all relations, hypernym and hyponym, hypernym, hyponym and holonym. No semantic relations are used in the baseline. We obtained an overall improvement of 12.09% in precision over the baseline for the case when all relations are considered. The maximum improvement for single semantic relation was obtained using hyponym which resulted in an overall improvement of 9.86% in precision.

Keywords:
Computer science Hindi Ambiguity Natural language processing Word-sense disambiguation Baseline (sea) Artificial intelligence Word (group theory) Semantic relation Relation (database) Linguistics Data mining

Metrics

23
Cited By
1.89
FWCI (Field Weighted Citation Impact)
18
Refs
0.93
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Natural Language Processing Techniques
Physical Sciences →  Computer Science →  Artificial Intelligence
Topic Modeling
Physical Sciences →  Computer Science →  Artificial Intelligence
Handwritten Text Recognition Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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