发布求助
文献互助 智能选刊 最新文献

Proceedings of the Workshop on Computational Approaches to Figurative Language - FigLanguages '07最新文献

筛选
英文 中文
Active Learning for the Identification of Nonliteral Language 非字面语言识别的主动学习
Proceedings of the Workshop on Computational Approaches to Figurative Language - FigLanguages '07 Pub Date : 2007-04-26 DOI: 10.3115/1611528.1611532
Julia Birke, Anoop Sarkar
{"title":"Active Learning for the Identification of Nonliteral Language","authors":"Julia Birke, Anoop Sarkar","doi":"10.3115/1611528.1611532","DOIUrl":"https://doi.org/10.3115/1611528.1611532","url":null,"abstract":"In this paper we present an active learning approach used to create an annotated corpus of literal and nonliteral usages of verbs. The model uses nearly unsupervised word-sense disambiguation and clustering techniques. We report on experiments in which a human expert is asked to correct system predictions in different stages of learning: (i) after the last iteration when the clustering step has converged, or (ii) during each iteration of the clustering algorithm. The model obtains an f-score of 53.8% on a dataset in which literal/nonliteral usages of 25 verbs were annotated by human experts. In comparison, the same model augmented with active learning obtains 64.91%. We also measure the number of examples required when model confidence is used to select examples for human correction as compared to random selection. The results of this active learning system have been compiled into a freely available annotated corpus of literal/nonliteral usage of verbs in context.","PeriodicalId":342399,"journal":{"name":"Proceedings of the Workshop on Computational Approaches to Figurative Language - FigLanguages '07","volume":"33 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2007-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131258840","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 33
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
现在去查看 取消
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
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：481959085
Book学术官方微信