Verb Sense Disambiguation using Subordinating Case Information

Y. Park, Joon-Choul Shin, Cheolyoung Ock, H. Park
{"title":"Verb Sense Disambiguation using Subordinating Case Information","authors":"Y. Park, Joon-Choul Shin, Cheolyoung Ock, H. Park","doi":"10.3745/KIPSTB.2011.18B.4.241","DOIUrl":null,"url":null,"abstract":"Homographs can have multiple senses. In order to understand the meaning of a sentence, it is necessary to identify which sense isused for each word in the sentence. Previous researches on this problem heavily relied on the word co-occurrence information. However, we noticed that in case of verbs, information about subordinating cases of verbs can be utilized to further improve the performance of word sense disambiguation. Different senses require different sets of subordinating cases. In this paper, we propose the verb sense disambiguation using subordinating case information. The case information acquire postposition features in Standard Korean Dictionary. Our experiment on 12 high-frequency verb homographs shows that adding case information can improve the performance of word sense disambiguation by 1.34%, from 97.3% to 98.7%. The amount of improvement may seem marginal, we think it is meaningful because the error ratio reduced to less than a half, from 2.7% to 1.3%.","PeriodicalId":122700,"journal":{"name":"The Kips Transactions:partb","volume":"16 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2011-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"The Kips Transactions:partb","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.3745/KIPSTB.2011.18B.4.241","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

Homographs can have multiple senses. In order to understand the meaning of a sentence, it is necessary to identify which sense isused for each word in the sentence. Previous researches on this problem heavily relied on the word co-occurrence information. However, we noticed that in case of verbs, information about subordinating cases of verbs can be utilized to further improve the performance of word sense disambiguation. Different senses require different sets of subordinating cases. In this paper, we propose the verb sense disambiguation using subordinating case information. The case information acquire postposition features in Standard Korean Dictionary. Our experiment on 12 high-frequency verb homographs shows that adding case information can improve the performance of word sense disambiguation by 1.34%, from 97.3% to 98.7%. The amount of improvement may seem marginal, we think it is meaningful because the error ratio reduced to less than a half, from 2.7% to 1.3%.
使用从属格信息的动词意义消歧
同音异义词可以有多种含义。为了理解一个句子的意思,有必要确定句子中每个单词的意思。以往对该问题的研究严重依赖于词共现信息。然而,我们注意到在动词的情况下,动词的从属格信息可以用来进一步提高词义消歧的性能。不同的感官需要不同的从属格。本文提出了利用从属格信息进行动词意义消歧的方法。《标准韩语词典》中的格信息具有后置特征。我们对12个高频动词同音异义词的实验表明,添加格类信息可以使词义消歧率从97.3%提高到98.7%,提高1.34%。改进的数量可能看起来微不足道,但我们认为这是有意义的,因为错误率从2.7%降至1.3%,降至不到一半。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信