首页    期刊浏览 2024年11月15日 星期五
登录注册

文章基本信息

  • 标题:Random Walks for Knowledge-Based Word Sense Disambiguation
  • 本地全文:下载
  • 作者:Eneko Agirre ; Oier López de Lacalle ; Aitor Soroa
  • 期刊名称:Computational Linguistics
  • 印刷版ISSN:0891-2017
  • 电子版ISSN:1530-9312
  • 出版年度:2014
  • 卷号:40
  • 期号:1
  • 页码:57-84
  • DOI:10.1162/COLI_a_00164
  • 语种:English
  • 出版社:MIT Press
  • 摘要:Word Sense Disambiguation (WSD) systems automatically choose the intended meaning of a word in context. In this article we present a WSD algorithm based on random walks over large Lexical Knowledge Bases (LKB). We show that our algorithm performs better than other graph-based methods when run on a graph built from WordNet and eXtended WordNet. Our algorithm and LKB combination compares favorably to other knowledge-based approaches in the literature that use similar knowledge on a variety of English data sets and a data set on Spanish. We include a detailed analysis of the factors that affect the algorithm. The algorithm and the LKBs used are publicly available, and the results easily reproducible.
国家哲学社会科学文献中心版权所有