We extend a lexical knowledge-base of near-synonym differences with knowledge about their collocational behaviour. This type of knowledge is useful in the process of lexical choice between near-synonyms. We acquire collocations for the near-synonyms of interest from a corpus (only collocations with the appropriate sense and part-of-speech). For each word that collocates with a near-synonym we use a differential test to learn whether the word forms a less-preferred collocation or an anti-collocation with other near-synonyms in the same cluster. For this task we use a much larger corpus (the Web). We also look at associations (longer-distance co-occurrences) as a possible source of learning more about nuances that the near-synonyms may carry.
{"title":"Acquiring Collocations for Lexical Choice between Near-Synonyms","authors":"D. Inkpen, Graeme Hirst","doi":"10.3115/1118627.1118636","DOIUrl":"https://doi.org/10.3115/1118627.1118636","url":null,"abstract":"We extend a lexical knowledge-base of near-synonym differences with knowledge about their collocational behaviour. This type of knowledge is useful in the process of lexical choice between near-synonyms. We acquire collocations for the near-synonyms of interest from a corpus (only collocations with the appropriate sense and part-of-speech). For each word that collocates with a near-synonym we use a differential test to learn whether the word forms a less-preferred collocation or an anti-collocation with other near-synonyms in the same cluster. For this task we use a much larger corpus (the Web). We also look at associations (longer-distance co-occurrences) as a possible source of learning more about nuances that the near-synonyms may carry.","PeriodicalId":358837,"journal":{"name":"Proceedings of the ACL-02 workshop on Unsupervised lexical acquisition -","volume":"47 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2002-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116443246","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}