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Semantics representation in a sentence with concept relational model (CRM)


Abdullah, Rusli and Abdul Hamid, Jamaliah and Selamat, Mohd. Hasan and Ibrahim, Hamidah and Ungku Chulan, Ungku Azmi (2008) Semantics representation in a sentence with concept relational model (CRM). In: Knowledge Management International Conference 2008 (KMICe2008), 10-12 June 2008, Langkawi, Malaysia.

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Abstract

The current way of representing semantics or meaning in a sentence is by using the conceptual graphs.Conceptual graphs define concepts and conceptual relations loosely. This causes ambiguity because a word can be classified as a concept or relation. Ambiguity disrupts the process of recognizing graphs similarity, rendering difficulty to multiple graphs interaction. Relational flow is also altered in conceptual graphs when additional linguistic information is input. Inconsistency of relational flow is caused by the bipartite structure of conceptual graphs that only allows the representation of connection between concept and relations but never between relations per se.To overcome the problem of ambiguity, the concept relational model (CRM) described in this article strictly organizes word classes into three main categories; concept, relation and attribute. To do so, CRM begins by tagging the words in text and proceeds by classifying them according to a predefined mapping. In addition, CRM maintains the consistency of the relational flow by allowing connection between multiple relations as well.CRM then uses a set of canonical graphs to be worked on these newly classified components for the representation of semantics.The overall result is better accuracy in text engineering related task like relation extraction.

Item Type: Conference or Workshop Item (Paper)
Additional Information: ISBN 978-983-3827-73-2 Organized by: College of Arts and Sciences, Universiti Utara Malaysia
Uncontrolled Keywords: Conceptual graph, concept relational model, language models, semantic network, semantic representation, Natural Language Processing
Subjects: Q Science > QA Mathematics
Divisions: College of Arts and Sciences
Depositing User: Mrs. Norazmilah Yaakub
Date Deposited: 08 Jun 2014 04:54
Last Modified: 08 Jun 2014 04:54
URI: http://repo.uum.edu.my/id/eprint/11291

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