Mongolian-Chinese Cross-Language Query Expansion Based on Cross-Language Word Vectors

Lujia Ma, Wen Lai, Lili Guo, Xiaobing Zhao
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引用次数: 2

Abstract

Cross-Language information retrieval is supposed to make information retrieval of one language according to the queries of other languages, and it is a important branch of information retrieval. Recently, cross-language word vectors performs effectively on cross-language information retrieval, and more and more researchers get interested in this field. This paper takes use of cross-language word vectors to map Chinese query words to Mongolian query words, which will be used to perform information retrieval. Three methods were proposed in this paper to perform mapping, namely Series, Series_opt and Cross_valid. These methods are used to map the Chinses queries as well as to select and sort the mapped words. Experimental results conducted in the real environments show that our proposed algorithm can obtain improvement on Mongolian-Chinses cross-language information retrieval.
基于跨语言词向量的蒙汉跨语言查询扩展
跨语言信息检索是指根据其他语言的查询对一种语言进行信息检索,是信息检索的一个重要分支。近年来,跨语言词向量在跨语言信息检索中发挥了重要作用,引起了越来越多研究者的兴趣。本文利用跨语言词向量将汉语查询词映射到蒙古语查询词,用于信息检索。本文提出了三种执行映射的方法,即Series、Series_opt和Cross_valid。这些方法用于中文查询的映射以及对映射词的选择和排序。实际环境下的实验结果表明,本文提出的算法在蒙汉跨语言信息检索方面取得了一定的进步。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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