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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 |
Files in This Item:
File | Description | Size | Format | |
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OA Conference paper - Using Dialogue Corpora to Extend Information Extraction Patterns for Natural Language Understanding of Dialogue..2-6.pdf | Using dialogue corpora to extend information extraction patterns for natural language understanding of dialogue | 633.61 kB | Adobe PDF | View/Open |
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