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Existing approaches to dialogue state tracking rely on pre-defined ontologies consisting of a set of all possible slot types and values.
Hyst: A hybrid approach for flexible and accurate dialogue state tracking
Rahul Goel, Shachi Paul, and Dilek Zeynep Hakkani. 2019 · 1907
Earlier work this paper cites.
Dialog state tracking: A neural reading comprehension approach
Shuyang Gao, Abhishek Sethi, Sanchit Agarwal, Tagyoung Chung, and Dilek Zeynep Hakkani. 2019 · 1908
Earlier work this paper cites.
Long short-term memory
Sepp Hochreiter and Jürgen Schmidhuber. 1997 · 1997
Earlier work this paper cites.
Pomdp-based statistical spoken dialog systems: A review
Steve Young, Milica Gašić, Blaise Thomson, and Jason D Williams. 2013 · 2013
Earlier work this paper cites.
Learning phrase representations using rnn encoder-decoder for statistical machine translation
Kyunghyun Cho, Bart van Merrienboer, aglar Gülehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, and Yoshua Bengio. 2014 · 2014
Earlier work this paper cites.
The second dialog state tracking challenge
Matthew Henderson, Blaise Thomson, and Jason D. Williams. 2014 · 2014
Earlier work this paper cites.
Delving deep into rectifiers: Surpassing human-level performance on imagenet classification
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun. 2015 · 2015
Earlier work this paper cites.
Adam: A method for stochastic optimization
Diederik P. Kingma and Jimmy Ba. 2015 · 2015
Earlier work this paper cites.
End-to-end memory networks
Sainbayar Sukhbaatar, Arthur Szlam, Jason Weston, and Rob Fergus. 2015 · 2015
Earlier work this paper cites.
Neural machine translation of rare words with subword units
Rico Sennrich, Barry Haddow, and Alexandra Birch. 2016 · 2016
Cited alongside, same era.
Dialog state tracking, a machine reading approach using memory network
Fei Liu and Julien Perez. 2017 · 2017
Cited alongside, same era.
Neural belief tracker: Data-driven dialogue state tracking
Nikola Mrksic, Diarmuid Ó Séaghdha, Tsung-Hsien Wen, Blaise Thomson, and Steve J. Young. 2017 · 2017
Cited alongside, same era.
Scalable multi-domain dialogue state tracking
Abhinav Rastogi, Dilek Hakkani-Tur, and Larry Heck. 2017 · 2017
Cited alongside, same era.
A simple neural network module for relational reasoning
Adam Santoro, David Raposo, David G. T. Barrett, Mateusz Malinowski, Razvan Pascanu, Peter W. Battaglia, and Timothy P. Lillicrap. 2017 · 2017
Cited alongside, same era.
Deep contextualized word representations
Matthew E. Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, and Luke S. Zettlemoyer. 2018 · 2018
Later among the works it cites.
Large-scale multi-domain belief tracking with knowledge sharing
Osman Ramadan, Pawel Budzianowski, and Milica Gasic. 2018 · 2018
Later among the works it cites.
On the convergence of adam and beyond
Sashank J. Reddi, Satyen Kale, and Sanjiv Kumar. 2018 · 2018
Later among the works it cites.
Towards universal dialogue state tracking
Liliang Ren, Kaige Xie, Lu Chen, and Kai Yu. 2018 · 2018
Later among the works it cites.
An end-to-end approach for handling unknown slot values in dialogue state tracking
Puyang Xu and Qi Hu. 2018 · 2018
Later among the works it cites.
Sgm: Sequence generation model for multi-label classification
Pengcheng Yang, Xu Sun, Wei Li, Shuming Ma, Wei Wu, and Houfeng Wang. 2018 · 2018
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A network-based end-to-end trainable task-oriented dialogue system
Tsung-Hsien Wen, Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei hao Su, Stefan Ultes, David Vandyke, and Steve J. Young. 2017 · 2017
Cited alongside, same era.
Multiwoz - a large-scale multi-domain wizard-of-oz dataset for task-oriented dialogue modelling
Pawel Budzianowski, Tsung-Hsien Wen, Bo-Hsiang Tseng, Iñigo Casanueva, Stefan Ultes, Osman Ramadan, and Milica Gasic. 2018 · 2018
Cited alongside, same era.
Bert: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2018 · 2018
Cited alongside, same era.
Toward scalable neural dialogue state tracking model
Elnaz Nouri and Ehsan Hosseini-Asl. 2018 · 2018
Cited alongside, same era.
Later among the works it cites.
Residual dense network for image super-resolution
Yulun Zhang, Yapeng Tian, Yu Kong, Bineng Zhong, and Yun Fu. 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.
Transferable multi-domain state generator for task-oriented dialogue systems
Chien-Sheng Wu, Andrea Madotto, Ehsan Hosseini-Asl, Caiming Xiong, Richard Socher, and Pascale Fung. 2019 · 2019
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