Role of Semantic Relations in Hindi Word Sense Disambiguation

被引:10
|
作者
Singh, Satyendr [1 ]
Siddiqui, Tanveer J. [1 ]
机构
[1] Univ Allahabad, Dept Elect & Commun, Allahabad 211002, Uttar Pradesh, India
关键词
Hindi Word Sense Disambiguation; Lesk-based Hindi Word Sense Disambiguation; Semantic relations; Hypernym; Hyponym; Holonym; Meronym;
D O I
10.1016/j.procs.2015.02.017
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
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. (C) 2015 The Authors. Published by Elsevier B.V.
引用
收藏
页码:240 / 248
页数:9
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