Arabic Word Sense Disambiguation for Information Retrieval

被引:4
|
作者
Abderrahim, Mohammed Alaeddine [1 ]
Abderrahim, Mohammed El-Amine [1 ]
机构
[1] Tlemcen Univ, Lab Traitement Automat Langue Arabe LTALA, Box 13000, Tilimsen, Algeria
关键词
IRS; conceptual density; PageRank; Arabic WordNet; WSD; information retrieval; KNOWLEDGE;
D O I
10.1145/3510451
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the context of using semantic resources for information retrieval, the relationship and distance between concepts are considered important forword sense disambiguation. In this article, we experiment with Conceptual Density and Random Walk with graph methods to enhance the performance of the Arabic Information Retrieval System. To do this, a medium-sized corpus was used. The results proved that Random Walk can enhance the performance of the information retrieval system by achieving a mean improvement of 13%, 16%, and 12% in terms of recall, precision, and F-score, respectively.
引用
收藏
页数:19
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