Benjamin Roth, Tassilo Barth, Michael Wiegand, D. Klakow
{"title":"A survey of noise reduction methods for distant supervision","authors":"Benjamin Roth, Tassilo Barth, Michael Wiegand, D. Klakow","doi":"10.1145/2509558.2509571","DOIUrl":null,"url":null,"abstract":"We survey recent approaches to noise reduction in distant supervision learning for relation extraction. We group them according to the principles they are based on: at-least-one constraints, topic-based models, or pattern correlations. Besides describing them, we illustrate the fundamental differences and attempt to give an outlook to potentially fruitful further research. In addition, we identify related work in sentiment analysis which could profit from approaches to noise reduction.","PeriodicalId":371465,"journal":{"name":"Conference on Automated Knowledge Base Construction","volume":"275 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2013-10-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"57","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Conference on Automated Knowledge Base Construction","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2509558.2509571","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 57
Abstract
We survey recent approaches to noise reduction in distant supervision learning for relation extraction. We group them according to the principles they are based on: at-least-one constraints, topic-based models, or pattern correlations. Besides describing them, we illustrate the fundamental differences and attempt to give an outlook to potentially fruitful further research. In addition, we identify related work in sentiment analysis which could profit from approaches to noise reduction.
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