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End-to-end task-oriented dialogue is challenging since knowledge bases are usually large, dynamic and hard to incorporate into a learning framework.
Partially observable markov decision processes for spoken dialog systems
Jason D Williams and Steve Young · 2007
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Pomdp-based statistical spoken dialog systems: A review
Steve Young, Milica Gašić, Blaise Thomson, and Jason D Williams · 2013
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Empirical evaluation of gated recurrent neural networks on sequence modeling
Junyoung Chung, Caglar Gulcehre, Kyunghyun Cho, and Yoshua Bengio · 2014
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Neural turing machines
Alex Graves, Greg Wayne, and Ivo Danihelka · 2014
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Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba · 2015
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End-to-end memory networks
Sainbayar Sukhbaatar, Jason Weston, Rob Fergus, et al · 2015
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Pointer networks
Oriol Vinyals, Meire Fortunato, and Navdeep Jaitly · 2015
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End-to-end memory networks with knowledge carryover for multi-turn spoken language understanding
Yun-Nung Chen, Dilek Hakkani-Tür, Jianfeng Gao, and Li Deng · 2016
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Hybrid computing using a neural network with dynamic external memory
Alex Graves, Greg Wayne, Malcolm Reynolds, Tim Harley, Ivo Danihelka, Agnieszka Grabska-Barwińska, Sergio Gómez Colmenarejo, Edward Grefenstette, Tiago Ramalho, John Agapiou, et al · 2016
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Incorporating copying mechanism in sequence-to-sequence learning
Jiatao Gu, Zhengdong Lu, Hang Li, and Victor O.K. Li · 2016
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Pointing the unknown words
Caglar Gulcehre, Sungjin Ahn, Ramesh Nallapati, Bowen Zhou, and Yoshua Bengio · 2016
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Task lineages: Dialog state tracking for flexible interaction
Sungjin Lee and Amanda Stent · 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
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Building end-to-end dialogue systems using generative hierarchical neural network models
Iulian Vlad Serban, Alessandro Sordoni, Yoshua Bengio, Aaron C Courville, and Joelle Pineau · 2016
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Natural language generation in dialogue using lexicalized and delexicalized data
Shikhar Sharma, Jing He, Kaheer Suleman, Hannes Schulz, and Philip Bachman · 2016
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On-line active reward learning for policy optimisation in spoken dialogue systems
Pei-Hao Su, Milica Gasic, Nikola Mrksic, Lina Rojas-Barahona, Stefan Ultes, David Vandyke, Tsung-Hsien Wen, and Steve Young · 2016
Cited alongside, same era.
Memory-enhanced decoder for neural machine translation
Mingxuan Wang, Zhengdong Lu, Hang Li, and Qun Liu · 2016
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Get to the point: Summarization with pointer-generator networks
Abigail See, Peter J. Liu, and Christopher D. Manning · 2017
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Query-reduction networks for question answering
Minjoon Seo, Sewon Min, Ali Farhadi, and Hannaneh Hajishirzi · 2017
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Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin · 2017
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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
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End-to-end recurrent entity network for entity-value independent goal-oriented dialog learning
Chien-Sheng Wu, Andrea Madotto, Genta Winata, and Pascale Fung · 2017
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Generative encoder-decoder models for task-oriented spoken dialog systems with chatting capability
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Antoine Bordes and Jason Weston · 2017
Cited alongside, same era.
Learning to attend, copy, and generate for session-based query suggestion
Mostafa Dehghani, Sascha Rothe, Enrique Alfonseca, and Pascal Fleury · 2017
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Key-value retrieval networks for task-oriented dialogue
Mihail Eric, Lakshmi Krishnan, Francois Charette, and Christopher D. Manning · 2017
Cited alongside, same era.
Generating natural answers by incorporating copying and retrieving mechanisms in sequence-to-sequence learning
Shizhu He, Cao Liu, Kang Liu, and Jun Zhao · 2017
Cited alongside, same era.
Learning to remember rare events
Lukasz Kaiser, Ofir Nachum, Aurko Roy, and Samy Bengio · 2017
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Gated end-to-end memory networks
Fei Liu and Julien Perez · 2017
Cited alongside, same era.
Pointer sentinel mixture models
Stephen Merity, Caiming Xiong, James Bradbury, and Richard Socher · 2017
Cited alongside, same era.
Tiancheng Zhao, Allen Lu, Kyusong Lee, and Maxine Eskenazi · 2017
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Sequicity: Simplifying task-oriented dialogue systems with single sequence-to-sequence architectures
Wenqiang Lei, Xisen Jin, Min-Yen Kan, Zhaochun Ren, Xiangnan He, and Dawei Yin · 2018
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Mem2seq: Effectively incorporating knowledge bases into end-to-end task-oriented dialog systems
Andrea Madotto, Chien-Sheng Wu, and Pascale Fung · 2018
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End-to-end dynamic query memory network for entity-value independent task-oriented dialog
Chien-Sheng Wu, Andrea Madotto, Genta Winata, and Pascale Fung · 2018
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Global-locally self-attentive dialogue state tracker
Victor Zhong, Caiming Xiong, and Richard Socher · 2018
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A copy-augmented sequence-to-sequence architecture gives good performance on task-oriented dialogue
Mihail Eric and Christopher Manning · 2075
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