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We present a document-grounded matching network (DGMN) for response selection that can power a knowledge-aware retrieval-based chatbot system.
3d convolutional neural networks for human action recognition
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A dataset for research on short-text conversations
Hao Wang, Zhengdong Lu, Hang Li, and Enhong Chen · 2013
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Convolutional neural network architectures for matching natural language sentences
Baotian Hu, Zhengdong Lu, Hang Li, and Qingcai Chen · 2014
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An information retrieval approach to short text conversation
Zongcheng Ji, Zhengdong Lu, and Hang Li · 2014
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Glove: Global vectors for word representation
Jeffrey Pennington, Richard Socher, and Christopher Manning · 2014
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Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba · 2015
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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
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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
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Neural responding machine for short-text conversation
Lifeng Shang, Zhengdong Lu, and Hang Li · 2015
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Oriol Vinyals and Quoc Le · 2015
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Jimmy Lei Ba, Jamie Ryan Kiros, and Geoffrey E Hinton · 2016
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Learning to respond with deep neural networks for retrieval-based human-computer conversation system
Rui Yan, Yiping Song, and Hua Wu · 2016
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Multi-view response selection for human-computer conversation
Xiangyang Zhou, Daxiang Dong, Hua Wu, Shiqi Zhao, Dianhai Yu, Hao Tian, Xuan Liu, and Rui Yan · 2016
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A knowledge-grounded neural conversation model
Marjan Ghazvininejad, Chris Brockett, Ming-Wei Chang, Bill Dolan, Jianfeng Gao, Wen-tau Yih, and Michel Galley · 2018
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Training millions of personalized dialogue agents
Pierre-Emmanuel Mazare, Samuel Humeau, Martin Raison, and Antoine Bordes · 2018
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Get the point of my utterance! learning towards effective responses with multi-head attention mechanism
Chongyang Tao, Shen Gao, Mingyue Shang, Wei Wu, Dongyan Zhao, and Rui Yan · 2018
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Starspace: Embed all the things!
Ledell Yu Wu, Adam Fisch, Sumit Chopra, Keith Adams, Antoine Bordes, and Jason Weston · 2018
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Coupled context modeling for deep chit-chat: towards conversations between human and computer
Rui Yan and Dongyan Zhao · 2018
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Personalizing dialogue agents: I have a dog, do you have pets too?
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Sequential matching network: A new architecture for multi-turn response selection in retrieval-based chatbots
Yu Wu, Wei Wu, Chen Xing, Ming Zhou, and Zhoujun Li · 2017
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Topic aware neural response generation
Chen Xing, Wei Wu, Jie Liu, Yalou Huang, Ming Zhou, and Wei-Ying Ma · 2017
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Wizard of wikipedia: Knowledge-powered conversational agents
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Saizheng Zhang, Emily Dinan, Jack Urbanek, Arthur Szlam, Douwe Kiela, and Jason Weston · 2018
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A dataset for document grounded conversations
Kangyan Zhou, Shrimai Prabhumoye, and Alan W Black · 2018
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Multi-turn response selection for chatbots with deep attention matching network
Xiangyang Zhou, Lu Li, Daxiang Dong, Yi Liu, Ying Chen, Wayne Xin Zhao, Dianhai Yu, and Hua Wu · 2018
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Multi-representation fusion network for multi-turn response selection in retrieval-based chatbots
Chongyang Tao, Wei Wu, Can Xu, Wenpeng Hu, Dongyan Zhao, and Rui Yan · 2019
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