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UKB: Graph Based Word Sense Disambiguation and Similarity UKB is a collection of programs for performing graph-based Word Sense Disambiguation and lexical similarity/relatedness using a pre-existing knowledge base. UKB has been developed by the IXA group in the University of the Basque Country. UKB applies the so-called Personalized PageRank on a Lexical Knowledge Base (LKB) to rank the vertices of the LKB and thus perform disambiguation. The details of the method are described in [1]. It has also been applied on WSD on specific domains [2]. The algorithm can also be used to calculate lexical similarity/relatedness of words/sentences. See [3,4] for applications of UKB to similarity. References ********** [1] Eneko Agirre and Aitor Soroa. 2009. Personalizing PageRank for Word Sense Disambiguation. Proceedings of the 12th conference of the European chapter of the Association for Computational Linguistics (EACL-2009). Athens, Greece. [2] Eneko Agirre, Oier Lopez de Lacalle and Aitor Soroa. 2009. Knowledge-based WSD and specific domains: performing over supervised WSD. Proceedings of IJCAI. Pasadena, USA. [3] Eneko Agirre, Enrique Alfonseca, Keith Hall, Jana Kravalova, Marius Pasca and Aitor Soroa. 2009. A Study on Similarity and Relatedness Using Distributional and WordNet-based Approaches. Proceedings of NAACL-HLT 09. Boulder, USA. [4] Eneko Agirre, Montse Cuadros, German Rigau and Aitor Soroa. 2010. Exploring Knowledge Bases for Similarity. Proceedings of LREC 2010. Valletta, Malta. [5] Eneko Agirre, Aitor Soroa, Mark Stevenson. 2010. Graph-based Word Sense Disambiguation of Biomedical Documents. Bioinformatics, Oxford University Press. Bioinformatics Vol. 26(22) pp: 2889-2896 Files under this catalogue: *************************** src/ Source code. See README, INSTALL, LICENSE. bin/ Statically compiled binaries for x86-32 linux platforms. lkb_sources/ LKB sources, sample data. See README. UKBsim/ Scripts for similarity. See README, INSTALL, LICENSE. scripts/ Scripts for converting Wordnet to ukb input files Check README files in the respective catalogue.
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Ukb: graph-based WSD and similarity
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