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BabelNet: The automatic construction, evaluation and application of a wide-coverage multilingual semantic network
Abstract We present an automatic approach to the coWe present an automatic approach to the construction of BabelNet, a very large, wide-coverage multilingual semantic network. Key to our approach is the integration of lexicographic and encyclopedic knowledge from WordNet and Wikipedia. In addition, Machine Translation is applied to enrich the resource with lexical information for all languages. We first conduct in vitro experiments on new and existing gold-standard datasets to show the high quality and coverage of BabelNet. We then show that our lexical resource can be used successfully to perform both monolingual and cross-lingual Word Sense Disambiguation: thanks to its wide lexical coverage and novel semantic relations, we are able to achieve state-of the-art results on three different SemEval evaluation tasks. © 2012 Elsevier B.V.val evaluation tasks. © 2012 Elsevier B.V.
Abstractsub We present an automatic approach to the coWe present an automatic approach to the construction of BabelNet, a very large, wide-coverage multilingual semantic network. Key to our approach is the integration of lexicographic and encyclopedic knowledge from WordNet and Wikipedia. In addition, Machine Translation is applied to enrich the resource with lexical information for all languages. We first conduct in vitro experiments on new and existing gold-standard datasets to show the high quality and coverage of BabelNet. We then show that our lexical resource can be used successfully to perform both monolingual and cross-lingual Word Sense Disambiguation: thanks to its wide lexical coverage and novel semantic relations, we are able to achieve state-of the-art results on three different SemEval evaluation tasks. © 2012 Elsevier B.V.val evaluation tasks. © 2012 Elsevier B.V.
Bibtextype article  +
Doi 10.1016/j.artint.2012.07.001  +
Has author Roberto Navigli + , Ponzetto S.P. +
Has extra keyword Automatic construction + , Cross-language + , Dataset + , Encyclopedic knowledge + , Graph algorithms + , High quality + , In-vitro + , Lexical coverage + , Lexical information + , Lexical resources + , Machine translations + , Semantic network + , Semantic relations + , Wikipedia + , Word Sense Disambiguation + , Wordnet + , Knowledge acquisition + , Semantics + , Natural language processing systems +
Has keyword Graph algorithms + , Knowledge acquisition + , Semantic networks + , Word sense disambiguation +
Issn 43702  +
Language English +
Number of citations by publication 0  +
Number of references by publication 0  +
Pages 217–250  +
Published in Artificial Intelligence +
Title BabelNet: The automatic construction, evaluation and application of a wide-coverage multilingual semantic network +
Type journal article  +
Volume 193  +
Year 2012 +
Creation dateThis property is a special property in this wiki. 6 November 2014 19:41:41  +
Categories Publications without license parameter  + , Publications without remote mirror parameter  + , Publications without archive mirror parameter  + , Publications without paywall mirror parameter  + , Journal articles  + , Publications without references parameter  + , Publications  +
Modification dateThis property is a special property in this wiki. 6 November 2014 19:41:41  +
DateThis property is a special property in this wiki. 2012  +
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BabelNet: The automatic construction, evaluation and application of a wide-coverage multilingual semantic network + Title
 

 

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