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This paper introduces zero-shot dialog generation (ZSDG), as a step towards neural dialog systems that can instantly generalize to new situations with minimal data.
Long short-term memory
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Bernhard Scholkopf and Alexander J Smola. 2001 · 2001
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Hugo Larochelle, Dumitru Erhan, and Yoshua Bengio. 2008 · 2008
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Zero-shot learning with semantic output codes
Mark Palatucci, Dean Pomerleau, Geoffrey E Hinton, and Tom M Mitchell. 2009 · 2009
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Auto-encoding variational bayes
Diederik P Kingma and Max Welling. 2013 · 2013
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Zero-shot learning through cross-modal transfer
Richard Socher, Milind Ganjoo, Christopher D Manning, and Andrew Ng. 2013 · 2013
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Learning phrase representations using rnn encoder-decoder for statistical machine translation
Kyunghyun Cho, Bart Van Merriënboer, Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, and Yoshua Bengio. 2014 · 2014
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Gaussian processes for pomdp-based dialogue manager optimization
Milica Gasic and Steve Young. 2014 · 2014
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Wojciech Zaremba, Ilya Sutskever, and Oriol Vinyals. 2014 · 2014
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Evaluating prerequisite qualities for learning end-to-end dialog systems
Jesse Dodge, Andreea Gane, Xiang Zhang, Antoine Bordes, Sumit Chopra, Alexander Miller, Arthur Szlam, and Jason Weston. 2015 · 2015
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Jiwei Li, Minh-Thang Luong, and Dan Jurafsky. 2015 · 2015
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A hierarchical latent variable encoder-decoder model for generating dialogues
Iulian Vlad Serban, Alessandro Sordoni, Ryan Lowe, Laurent Charlin, Joelle Pineau, Aaron Courville, and Yoshua Bengio. 2016 · 2016
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A network-based end-to-end trainable task-oriented dialogue system
Tsung-Hsien Wen, Milica Gasic, Nikola Mrksic, Lina M Rojas-Barahona, Pei-Hao Su, Stefan Ultes, David Vandyke, and Steve Young. 2016 · 2016
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Tiancheng Zhao and Maxine Eskenazi. 2016 · 2016
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Towards zero-shot frame semantic parsing for domain scaling
Ankur Bapna, Gokhan Tur, Dilek Hakkani-Tur, and Larry Heck. 2017 · 2017
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Minh-Thang Luong, Hieu Pham, and Christopher D Manning. 2015 · 2015
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An embarrassingly simple approach to zero-shot learning
Bernardino Romera-Paredes and Philip Torr. 2015 · 2015
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Zero-shot learning of intent embeddings for expansion by convolutional deep structured semantic models
Yun-Nung Chen, Dilek Hakkani-Tür, and Xiaodong He. 2016 · 2016
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Incorporating copying mechanism in sequence-to-sequence learning
Jiatao Gu, Zhengdong Lu, Hang Li, and Victor OK Li. 2016 · 2016
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Pointer sentinel mixture models
Stephen Merity, Caiming Xiong, James Bradbury, and Richard Socher. 2016 · 2016
Cited alongside, same era.
A copy-augmented sequence-to-sequence architecture gives good performance on task-oriented dialogue
Mihail Eric and Christopher D Manning. 2017a
Cited in the paper.
Key-value retrieval networks for task-oriented dialogue
Mihail Eric and Christopher D Manning. 2017b
Cited in the paper.
Yan Duan, Marcin Andrychowicz, Bradly Stadie, Jonathan Ho, Jonas Schneider, Ilya Sutskever, Pieter Abbeel, and Wojciech Zaremba. 2017 · 2017
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Arash Eshghi, Igor Shalyminov, and Oliver Lemon. 2017 · 2017
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Zero-shot task generalization with multi-task deep reinforcement learning
Junhyuk Oh, Satinder Singh, Honglak Lee, and Pushmeet Kohli. 2017 · 2017
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Generative encoder-decoder models for task-oriented spoken dialog systems with chatting capability
Tiancheng Zhao, Allen Lu, Kyusong Lee, and Maxine Eskenazi. 2017 · 2017
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Zero-shot question generation from knowledge graphs for unseen predicates and entity types
Hady Elsahar, Christophe Gravier, and Frederique Laforest. 2018 · 2018
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