Please use this identifier to cite or link to this item: https://www.um.edu.mt/library/oar/handle/123456789/17240
Title: Using dialogue corpora to extend information extraction patterns for natural language understanding of dialogue
Authors: Catizone, Roberta
Dingli, Alexiei
Gaizauskas, Robert
Keywords: Natural language processing (Computer science)
Corpora (Linguistics)
Information retrieval -- Automation
Translators (Computer programs)
Issue Date: 2010
Publisher: European Language Resources Association (ELRA)
Citation: Catizone, R., Dingli, A., & Gaizauskas, R. (2010). Using dialogue corpora to extend information extraction patterns for natural language understanding of dialogue. Language Resources and Evaluation Conference (LREC 2010), Valletta. 2136-2140.
Abstract: This paper examines how Natural Language Process (NLP) resources and online dialogue corpora can be used to extend coverage of Information Extraction (IE) templates in a Spoken Dialogue system. IE templates are used as part of a Natural Language Understanding module for identifying meaning in a user utterance. The use of NLP tools in Dialogue systems is a difficult task given spoken dialogue is often not well-formed and 2) there is a serious lack of dialogue data. In spite of that, we have devised a method for extending IE patterns using standard NLP tools and available dialogue corpora found on the web. In this paper, we explain our method which includes using a set of NLP modules developed using GATE (a General Architecture for Text Engineering), as well as a general purpose editing tool that we built to facilitate the IE rule creation process. Lastly, we present directions for future work in this area.
Description: This work was funded by the Companions project (www.companions-project.org) sponsored by the European Commission as part of the Information Society Technologies (IST) programme under EC grant number IST-FP6-034434.
URI: https://www.um.edu.mt/library/oar//handle/123456789/17240
Appears in Collections:Scholarly Works - FacICTAI

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