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We introduce the dialog intent induction task and present a novel deep multi-view clustering approach to tackle the problem.
The hungarian method for the assignment problem
Harold W Kuhn. 1955 · 1955
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The atis spoken language systems pilot corpus
Charles T Hemphill, John J Godfrey, and George R Doddington. 1990 · 1990
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Long short-term memory
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Multi-view clustering
Steffen Bickel and Tobias Scheffer. 2004 · 2004
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Finding similar questions in large question and answer archives
Jiwoon Jeon, W Bruce Croft, and Joon Ho Lee. 2005 · 2005
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Multi-view clustering via canonical correlation analysis
Kamalika Chaudhuri, Sham M Kakade, Karen Livescu, and Karthik Sridharan. 2009 · 2009
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Classifying the user intent of web queries using k-means clustering
Ashish Kathuria, Bernard J Jansen, Carolyn Hafernik, and Amanda Spink. 2010 · 2010
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Clustering query refinements by user intent
Eldar Sadikov, Jayant Madhavan, Lu Wang, and Alon Halevy. 2010 · 2010
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Co-regularized multi-view spectral clustering
Abhishek Kumar, Piyush Rai, and Hal Daume. 2011 · 2011
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Sequence clustering and labeling for unsupervised query intent discovery
Jackie Chi Kit Cheung and Xiao Li. 2012 · 2012
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Multi-column deep neural networks for image classification
J Schmidhuber, U Meier, and D Ciresan. 2012 · 2012
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A belief tracking challenge task for spoken dialog systems
Jason Williams. 2012 · 2012
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The dialog state tracking challenge
Jason Williams, Antoine Raux, Deepak Ramachandran, and Alan Black. 2013 · 2013
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Glove: Global vectors for word representation
Jeffrey Pennington, Richard Socher, and Christopher Manning. 2014 · 2014
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Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba. 2015 · 2015
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Multi-domain dialog state tracking using recurrent neural networks
Nikola Mrkšić, Diarmuid Ó Séaghdha, Blaise Thomson, Milica Gasic, Pei-Hao Su, David Vandyke, Tsung-Hsien Wen, and Steve Young. 2015 · 2015
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A componential analysis of meaning: An introduction to semantic structures , volume 57
Eugene A Nida. 2015 · 2015
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A survey on multi-view clustering
Guoqing Chao, Shiliang Sun, and Jinbo Bi. 2017 · 2017
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Prototypical networks for few-shot learning
Jake Snell, Kevin Swersky, and Richard Zemel. 2017 · 2017
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Multiwoz-a large-scale multi-domain wizard-of-oz dataset for task-oriented dialogue modelling
Paweł Budzianowski, Tsung-Hsien Wen, Bo-Hsiang Tseng, Iñigo Casanueva, Stefan Ultes, Osman Ramadan, and Milica Gasic. 2018 · 2018
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Supervised clustering of questions into intents for dialog system applications
Iryna Haponchyk, Antonio Uva, Seunghak Yu, Olga Uryupina, and Alessandro Moschitti. 2018 · 2018
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Multiview and multifeature spectral clustering using common eigenvectors
Samir Kanaan-Izquierdo, Andrey Ziyatdinov, and Alexandre Perera-Lluna. 2018 · 2018
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Mixkmeans: Clustering question-answer archives
Padmanabhan Deepak. 2016 · 2016
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The fifth dialog state tracking challenge
Seokhwan Kim, Luis Fernando D’Haro, Rafael E Banchs, Jason D Williams, Matthew Henderson, and Koichiro Yoshino. 2016 · 2016
Cited alongside, same era.
Unsupervised deep embedding for clustering analysis
Junyuan Xie, Ross Girshick, and Ali Farhadi. 2016 · 2016
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Towards k-means-friendly spaces: Simultaneous deep learning and clustering
Bo Yang, Xiao Fu, Nicholas D Sidiropoulos, and Mingyi Hong. 2016 · 2016
Cited alongside, same era.
The second dialog state tracking challenge
Matthew Henderson, Blaise Thomson, and Jason D Williams. 2014a
Cited in the paper.
Word-based dialog state tracking with recurrent neural networks
Matthew Henderson, Blaise Thomson, and Steve Young. 2014b
Cited in the paper.
Bingqian Lin, Yuan Xie, Yanyun Qu, Cuihua Li, and Xiaodan Liang. 2018 · 2018
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An efficient framework for learning sentence representations
Lajanugen Logeswaran and Honglak Lee. 2018 · 2018
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A survey of available corpora for building data-driven dialogue systems: The journal version
Iulian Vlad Serban, Ryan Lowe, Peter Henderson, Laurent Charlin, and Joelle Pineau. 2018 · 2018
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Adversarial domain adaptation for duplicate question detection
Darsh Shah, Tao Lei, Alessandro Moschitti, Salvatore Romeo, and Preslav Nakov. 2018 · 2018
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Bert: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
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