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Chit-chat models are known to have several problems: they lack specificity, do not display a consistent personality and are often not very captivating.
Eliza—a computer program for the study of natural language communication between man and machine
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Probabilistic methods in spoken–dialogue systems
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Pomdp-based statistical spoken dialog systems: A review
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Glove: Global vectors for word representation
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Sequence to sequence learning with neural networks
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Evaluating prerequisite qualities for learning end-to-end dialog systems
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A diversity-promoting objective function for neural conversation models
Jiwei Li, Michel Galley, Chris Brockett, Jianfeng Gao, and Bill Dolan. 2015 · 2015
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The ubuntu dialogue corpus: A large dataset for research in unstructured multi-turn dialogue systems
Ryan Lowe, Nissan Pow, Iulian Serban, and Joelle Pineau. 2015 · 2015
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A survey of available corpora for building data-driven dialogue systems
Learning end-to-end goal-oriented dialog
Antoine Bordes, Y-Lan Boureau and Jason Weston. 2016 · 2016
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Chia-Wei Liu, Ryan Lowe, Iulian V Serban, Michael Noseworthy, Laurent Charlin, and Joelle Pineau. 2016 · 2016
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Key-value memory networks for directly reading documents
Alexander Miller, Adam Fisch, Jesse Dodge, Amir-Hossein Karimi, Antoine Bordes, and Jason Weston. 2016 · 2016
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Squad: 100,000+ questions for machine comprehension of text
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Iulian Vlad Serban, Ryan Lowe, Laurent Charlin, and Joelle Pineau. 2015 · 2015
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A neural network approach to context-sensitive generation of conversational responses
Alessandro Sordoni, Michel Galley, Michael Auli, Chris Brockett, Yangfeng Ji, Margaret Mitchell, Jian-Yun Nie, Jianfeng Gao, and Bill Dolan. 2015 · 2015
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End-to-end memory networks
Sainbayar Sukhbaatar, Jason Weston, Rob Fergus, et al. 2015 · 2015
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Oriol Vinyals and Quoc Le. 2015 · 2015
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A persona-based neural conversation model
Jiwei Li, Michel Galley, Chris Brockett, Georgios P Spithourakis, Jianfeng Gao, and Bill Dolan. 2016a
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Deep reinforcement learning for dialogue generation
Jiwei Li, Will Monroe, Alan Ritter, Michel Galley, Jianfeng Gao, and Dan Jurafsky. 2016b
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A deep reinforcement learning chatbot
Iulian V Serban, Chinnadhurai Sankar, Mathieu Germain, Saizheng Zhang, Zhouhan Lin, Sandeep Subramanian, Taesup Kim, Michael Pieper, Sarath Chandar, Nan Rosemary Ke, et al. 2017a
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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 C Courville, and Yoshua Bengio. 2017b
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Iulian Vlad Serban, Ryan Lowe, Laurent Charlin, and Joelle Pineau. 2016 · 2016
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Reading wikipedia to answer open-domain questions
Danqi Chen, Adam Fisch, Jason Weston, and Antoine Bordes. 2017 · 2017
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Personalization in goal-oriented dialog
Chaitanya K Joshi, Fei Mi, and Boi Faltings. 2017 · 2017
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Starspace: Embed all the things!
Ledell Wu, Adam Fisch, Sumit Chopra, Keith Adams, Antoine Bordes, and Jason Weston. 2017 · 2017
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