Metaphor Interpretation Using Paraphrases Extracted from the Web
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{"title"=>"Metaphor Interpretation Using Paraphrases Extracted from the Web", "type"=>"journal", "authors"=>[{"first_name"=>"Danushka", "last_name"=>"Bollegala", "scopus_author_id"=>"13006618600"}, {"first_name"=>"Ekaterina", "last_name"=>"Shutova", "scopus_author_id"=>"52164534900"}], "year"=>2013, "source"=>"PLoS ONE", "identifiers"=>{"issn"=>"19326203", "scopus"=>"2-s2.0-84884486381", "pui"=>"369867966", "doi"=>"10.1371/journal.pone.0074304", "sgr"=>"84884486381", "pmid"=>"24073207"}, "id"=>"6e4b4fc5-c5d5-3903-ae1d-cba1f5a73501", "abstract"=>"Interpreting metaphor is a hard but important problem in natural language processing that has numerous applications. One way to address this task is by finding a paraphrase that can replace the metaphorically used word in a given context. This approach has been previously implemented only within supervised frameworks, relying on manually constructed lexical resources, such as WordNet. In contrast, we present a fully unsupervised metaphor interpretation method that extracts literal paraphrases for metaphorical expressions from the Web. It achieves a precision of [Formula: see text], which is high for an unsupervised paraphrasing approach. Moreover, the method significantly outperforms both the baseline and the selectional preference-based method of Shutova employed in an unsupervised setting.", "link"=>"http://www.mendeley.com/research/metaphor-interpretation-using-paraphrases-extracted-web", "reader_count"=>36, "reader_count_by_academic_status"=>{"Professor > Associate Professor"=>4, "Researcher"=>4, "Student > Doctoral Student"=>2, "Student > Ph. D. Student"=>8, "Student > Postgraduate"=>1, "Student > Master"=>5, "Other"=>1, "Student > Bachelor"=>4, "Lecturer"=>2, "Lecturer > Senior Lecturer"=>1, "Professor"=>3, "Unspecified"=>1}, "reader_count_by_user_role"=>{"Professor > Associate Professor"=>4, "Researcher"=>4, "Student > Doctoral Student"=>2, "Student > Ph. D. Student"=>8, "Student > Postgraduate"=>1, "Student > Master"=>5, "Other"=>1, "Student > Bachelor"=>4, "Lecturer"=>2, "Lecturer > Senior Lecturer"=>1, "Professor"=>3, "Unspecified"=>1}, "reader_count_by_subject_area"=>{"Unspecified"=>2, "Agricultural and Biological Sciences"=>1, "Arts and Humanities"=>2, "Psychology"=>3, "Social Sciences"=>2, "Computer Science"=>17, "Linguistics"=>9}, "reader_count_by_subdiscipline"=>{"Social Sciences"=>{"Social Sciences"=>2}, "Psychology"=>{"Psychology"=>3}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>1}, "Computer Science"=>{"Computer Science"=>17}, "Linguistics"=>{"Linguistics"=>9}, "Unspecified"=>{"Unspecified"=>2}, "Arts and Humanities"=>{"Arts and Humanities"=>2}}, "reader_count_by_country"=>{"Hong Kong"=>1, "Poland"=>1, "Portugal"=>1, "Germany"=>1}, "group_count"=>5}

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Figshare

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