PageRank on Semantic Networks, with Application to Word Sense Disambiguation

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This article discusses PageRank on semantic networks, with application to word sense disambiguation.

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7 p.

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Mihalcea, Rada, 1974-; Tarau, Paul & Figa, Elizabeth August 2004.

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This paper is part of the collection entitled: UNT Scholarly Works and was provided by UNT College of Engineering to Digital Library, a digital repository hosted by the UNT Libraries. It has been viewed 350 times . More information about this paper can be viewed below.

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This article discusses PageRank on semantic networks, with application to word sense disambiguation.

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7 p.

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Abstract: This paper presents a new open text word sense disambiguation method that combines the use of logical interferences with PageRank-style algorithms applied on graphs extracted from natural language documents. We evaluate the accuracy of the proposed algorithm on several sense-annotated texts, and show that it consistently out-performs the accuracy of other previously proposed knowledge-based word sense disambiguation methods. We also explore and evaluate methods that combine several open-text word sense disambiguation algorithms.

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  • Twentieth International Conference on Computational Linguistics (COLING), 2004, Geneva, Switzerland

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  • August 2004

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  • Jan. 31, 2011, 2:01 p.m.

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  • March 27, 2014, 12:42 p.m.

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Mihalcea, Rada, 1974-; Tarau, Paul & Figa, Elizabeth. PageRank on Semantic Networks, with Application to Word Sense Disambiguation, paper, August 2004; [Stroudsburg, Pennsylvania]. (digital.library.unt.edu/ark:/67531/metadc30960/: accessed September 25, 2018), University of North Texas Libraries, Digital Library, digital.library.unt.edu; crediting UNT College of Engineering.