Multilingual ontology acquisition from multiple MRDs

In this paper, we outline the development of a system that automatically constructs ontologies by extracting knowledge from dictionary definition sentences using Robust Minimal Recursion Semantics (RMRS). Combining deep and shallow parsing resource through the common fo...

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Main Authors: Nichols, Eric, Flickinger, Dan, Bond, Francis, Tanaka, Takaaki, Fujita, Sanae
其他作者: School of Humanities and Social Sciences
格式: Conference or Workshop Item
語言:English
出版: 2011
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在線閱讀:https://hdl.handle.net/10356/94139
http://hdl.handle.net/10220/7248
http://www.aclweb.org/anthology/W/W06/W06-0502.pdf
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機構: Nanyang Technological University
語言: English
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總結:In this paper, we outline the development of a system that automatically constructs ontologies by extracting knowledge from dictionary definition sentences using Robust Minimal Recursion Semantics (RMRS). Combining deep and shallow parsing resource through the common formalism of RMRS allows us to extract ontological relations in greater quantity and quality than possible with any of the methods independently. Using this method, we construct ontologies from two different Japanese lexicons and one English lexicon. We then link them to existing, handcrafted ontologies, aligning them at the word-sense level. This alignment provides a representative evaluation of the quality of the relations being extracted. We present the results of this ontology construction and discuss how our system was designed to handle multiple lexicons and languages.