A Context-aware Natural Language Generator for Dialogue Systems
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F16%3A10335458" target="_blank" >RIV/00216208:11320/16:10335458 - isvavai.cz</a>
Result on the web
<a href="http://www.aclweb.org/anthology/W/W16/W16-3622.pdf" target="_blank" >http://www.aclweb.org/anthology/W/W16/W16-3622.pdf</a>
DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
A Context-aware Natural Language Generator for Dialogue Systems
Original language description
We present a novel natural language generation system for spoken dialogue systems capable of entraining (adapting) to users' way of speaking, providing contextually appropriate responses. The generator is based on recurrent neural networks and the sequence-to-sequence approach. It is fully trainable from data which include preceding context along with responses to be generated. We show that the context-aware generator yields significant improvements over the baseline in both automatic metrics and a human pairwise preference test.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
IN - Informatics
OECD FORD branch
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Result continuities
Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach<br>I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace
Others
Publication year
2016
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Proceedings of the 17th Annual Meeting of the Special Interest Group on Discourse and Dialogue
ISBN
978-1-945626-23-4
ISSN
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e-ISSN
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Number of pages
6
Pages from-to
185-190
Publisher name
Association for Computational Linguistics
Place of publication
Stroudsburg, PA, USA
Event location
Los Angeles, CA, USA
Event date
Sep 13, 2016
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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