Matches in ScholarlyData for { <https://w3id.org/scholarlydata/inproceedings/lrec2008/papers/334> ?p ?o. }
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- 334 creator montserrat-marimon.
- 334 creator nuria-bel.
- 334 creator sergio-espeja.
- 334 type InProceedings.
- 334 label "Automatic Acquisition for low frequency lexical items".
- 334 sameAs 334.
- 334 abstract "This paper addresses a specific case of the task of lexical acquisition understood as the induction of information about the linguistic characteristics of lexical items on the basis of information gathered from their occurrences in texts. Most of the recent works in the area of lexical acquisition have used methods that take as much textual data as possible as source of evidence, but their performance decreases notably when only few occurrences of a word are available. The importance of covering such low frequency items lies in the fact that a large quantity of the words in any particular collection of texts will be occurring few times, if not just once. Our work proposes to compensate the lack of information resorting to linguistic knowledge on the characteristics of lexical classes. This knowledge, obtained from a lexical typology, is formulated probabilistically to be used in a Bayesian method to maximize the information gathered from single occurrences as to predict the full set of characteristics of the word. Our results show that our method achieves better results than others for the treatment of low frequency items.".
- 334 hasAuthorList authorList.
- 334 hasTopic Linguistics.
- 334 isPartOf proceedings.
- 334 keyword "Acquisition, Machine Learning".
- 334 keyword "Lexicon, lexical database".
- 334 title "Automatic Acquisition for low frequency lexical items".