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Dialogue state tracking is an important component in task-oriented dialogue systems to identify users' goals and requests as a dialogue proceeds.
The hidden information state model: A practical framework for pomdp-based spoken dialogue management
Steve Young, Milica Gašić, Simon Keizer, François Mairesse, Jost Schatzmann, Blaise Thomson, and Kai Yu. 2010 · 2010
Earlier work this paper cites.
The dialog state tracking challenge
Jason Williams, Antoine Raux, Deepak Ramachandran, and Alan Black. 2013 · 2013
Earlier work this paper cites.
Word-based dialog state tracking with recurrent neural networks
Matthew Henderson, Blaise Thomson, and Steve Young. 2014 · 2014
Earlier work this paper cites.
Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba. 2014 · 2014
Earlier work this paper cites.
Glove: Global vectors for word representation
Jeffrey Pennington, Richard Socher, and Christopher Manning. 2014 · 2014
Earlier work this paper cites.
Variational dropout and the local reparameterization trick
Diederik P Kingma, Tim Salimans, and Max Welling. 2015 · 2015
Cited alongside, same era.
Incremental lstm-based dialog state tracker
Lukas Zilka and Filip Jurcicek. 2015 · 2015
Cited alongside, same era.
Neural belief tracker: Data-driven dialogue state tracking
Nikola Mrkšić, Diarmuid O Séaghdha, Tsung-Hsien Wen, Blaise Thomson, and Steve Young. 2016 · 2016
Cited alongside, same era.
A network-based end-to-end trainable task-oriented dialogue system
Tsung-Hsien Wen, David Vandyke, Nikola Mrksic, Milica Gasic, Lina M Rojas-Barahona, Pei-Hao Su, Stefan Ultes, and Steve Young. 2016 · 2016
Cited alongside, same era.
Scalable multi-domain dialogue state tracking
Abhinav Rastogi, Dilek Hakkani-Tür, and Larry Heck. 2017 · 2017
Cited alongside, same era.
Bing Liu, Gokhan Tur, Dilek Hakkani-Tur, Pararth Shah, and Larry Heck. 2018 · 2018
Later among the works it cites.
Fully statistical neural belief tracking
Nikola Mrkšić and Ivan Vulić. 2018 · 2018
Later among the works it cites.
Large-scale multi-domain belief tracking with knowledge sharing
Osman Ramadan, Paweł Budzianowski, and Milica Gašić. 2018 · 2018
Later among the works it cites.
Global-locally self-attentive dialogue state tracker
Victor Zhong, Caiming Xiong, and Richard Socher. 2018 · 2018
Later among the works it cites.
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