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A long-term goal of machine learning is to build intelligent conversational agents.
Beyond class a: A proposal for automatic evaluation of discourse
Hirschman, Lynette, Dahl, Deborah A, McKay, Donald P, Norton, Lewis M, and Linebarger, Marcia C · 1990
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Long short-term memory
Hochreiter, Sepp and Schmidhuber, Jürgen · 1997
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Paradise: A framework for evaluating spoken dialogue agents
Walker, Marilyn A, Litman, Diane J, Kamm, Candace A, and Abella, Alicia · 1997
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Cobot in lambdamoo: A social statistics agent
Isbell, Charles Lee, Kearns, Michael, Kormann, Dave, Singh, Satinder, and Stone, Peter · 2000
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Empirical methods for evaluating dialog systems
Paek, Tim · 2001
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Fish or fowl: A wizard of oz evaluation of dialogue strategies in the restaurant domain
Whittaker, Steve, Walker, Marilyn A, and Moore, Johanna D · 2002
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A trainable generator for recommendations in multimodal dialog
Walker, Marilyn A, Prasad, Rashmi, and Stent, Amanda · 2003
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A statistical approach to spoken dialog systems design and evaluation
Griol, David, Hurtado, Lluís F, Segarra, Encarna, and Sanchis, Emilio · 2008
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Factorization meets the neighborhood: a multifaceted collaborative filtering model
Koren, Yehuda · 2008
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Supervised semantic indexing
Bai, Bing, Weston, Jason, Grangier, David, Collobert, Ronan, Sadamasa, Kunihiko, Qi, Yanjun, Chapelle, Olivier, and Weinberger, Kilian · 2009
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Performance of recommender algorithms on top-n recommendation tasks
Cremonesi, Paolo, Koren, Yehuda, and Turrin, Roberto · 2010
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Filter, rank, and transfer the knowledge: Learning to chat
Jafarpour, Sina, Burges, Christopher JC, and Ritter, Alan · 2010
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A survey on question answering technology from an information retrieval perspective
Kolomiyets, Oleksandr and Moens, Marie-Francine · 2011
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Advances in collaborative filtering
Koren, Yehuda and Bell, Robert · 2011
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Extensions of recurrent neural network language model
Mikolov, Tomáš, Kombrink, Stefan, Burget, Lukáš, Černockỳ, Jan Honza, and Khudanpur, Sanjeev · 2011
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Data-driven response generation in social media
Ritter, Alan, Cherry, Colin, and Dolan, William B · 2011
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Supervised sequence labelling with recurrent neural networks , volume 385
Graves, Alex et al · 2012
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Context dependent recurrent neural network language model
Mikolov, Tomas and Zweig, Geoffrey · 2012
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An end-to-end evaluation of two situated dialog systems
Rojas-Barahona, Lina M, Lorenzo, Alejandra, and Gardent, Claire · 2012
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Semantic parsing on freebase from question-answer pairs
Berant, Jonathan, Chou, Andrew, Frostig, Roy, and Liang, Percy · 2013
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Scaling semantic parsers with on-the-fly ontology matching
Kwiatkowski, Tom, Choi, Eunsol, Artzi, Yoav, and Zettlemoyer, Luke · 2013
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Sequence to sequence learning with neural networks
Sutskever, Ilya, Vinyals, Oriol, and Le, Quoc VV · 2014
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Neural machine translation by jointly learning to align and translate
Bahdanau, Dzmitry, Cho, Kyunghyun, and Bengio, Yoshua · 2015
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Large-scale simple question answering with memory networks
Bordes, Antoine, Usunier, Nicolas, Chopra, Sumit, and Weston, Jason · 2015
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Machine learning for dialog state tracking: A review
Henderson, Matthew · 2015
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Teaching machines to read and comprehend
Hermann, Karl Moritz, Kočiský, Tomáš, Grefenstette, Edward, Espeholt, Lasse, Kay, Will, Suleyman, Mustafa, and Blunsom, Phil · 2015
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Efficient estimation of word representations in vector space
Mikolov, Tomas, Chen, Kai, Corrado, Greg, and Dean, Jeffrey · 2013
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Learning to rank recommendations with the k-order statistic loss
Weston, Jason, Yee, Hector, and Weiss, Ron J · 2013
Cited alongside, same era.
The dialog state tracking challenge
Williams, Jason, Raux, Antoine, Ramachandran, Deepak, and Black, Alan · 2013
Cited alongside, same era.
Semantic parsing via paraphrasing
Berant, Jonathan and Liang, Percy · 2014
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Question answering with subgraph embeddings
Bordes, Antoine, Chopra, Sumit, and Weston, Jason · 2014
Cited alongside, same era.
Open question answering over curated and extracted knowledge bases
Fader, Anthony, Zettlemoyer, Luke, and Etzioni, Oren · 2014
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Hill, Felix, Bordes, Antoine, Chopra, Sumit, and Weston, Jason · 2015
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Inferring algorithmic patterns with stack-augmented recurrent nets
Joulin, Armand and Mikolov, Tomas · 2015
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The ubuntu dialogue corpus: A large dataset for research in unstructured multi-turn dialogue systems
Lowe, Ryan, Pow, Nissan, Serban, Iulian, and Pineau, Joelle · 2015
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Language understanding for text-based games using deep reinforcement learning
Narasimhan, Karthik, Kulkarni, Tejas, and Barzilay, Regina · 2015
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A neural attention model for abstractive sentence summarization
Rush, Alexander M, Chopra, Sumit, and Weston, Jason · 2015
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Neural responding machine for short-text conversation
Shang, Lifeng, Lu, Zhengdong, and Li, Hang · 2015
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A neural network approach to context-sensitive generation of conversational responses
Sordoni, Alessandro, Galley, Michel, Auli, Michael, Brockett, Chris, Ji, Yangfeng, Mitchell, Margaret, Nie, Jian-Yun, Gao, Jianfeng, and Dolan, Bill · 2015
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End-to-end memory networks
Sukhbaatar, Sainbayar, Szlam, Arthur, Weston, Jason, and Fergus, Rob · 2015
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Vinyals, Oriol and Le, Quoc · 2015
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