Title :
A Word Sense Disambiguation Approach for Converting Natural Language Text into a Common Semantic Description
Author :
Tacoa, Francisco ; Uchida, Hiroshi ; Ishizuka, Mitsuru
Author_Institution :
Grad. Sch. of Inf. Sci. & Technol., Univ. of Tokyo, Tokyo, Japan
Abstract :
Concept Description Language (CDL) is a common language that represents the semantics of content in a simple and structured manner. In particular, it is intended to describe Natural Language (NL) texts in a format that can be understood and processed by computers. Since words with multiple meanings can be found from texts, it becomes necessary to perform Word Sense Disambiguation (WSD) in order to achieve a correct representation. This paper presents a WSD approach that determines best candidates for word meanings and contributes to a semi-automatic conversion of NL into CDL. We perform preliminary experiments by evaluating the approach with some test sentences and comparing with other WSD methods. Results suggest that the existence of a proper correspondence of syntactic and semantic relations for the WSD process may lead to an accurate conversion to CDL.
Keywords :
natural language processing; text analysis; WSD approach; common semantic description; concept description language; natural language text conversion; semantic relations; word sense disambiguation approach; Equations; Mathematical model; Natural languages; Ontologies; Resource description framework; Semantics; Syntactics; Concept description; Natural language text; Semantic computing;
Conference_Titel :
Semantic Computing (ICSC), 2010 IEEE Fourth International Conference on
Conference_Location :
Pittsburgh, PA
Print_ISBN :
978-1-4244-7912-2
Electronic_ISBN :
978-0-7695-4154-9
DOI :
10.1109/ICSC.2010.66