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Task oriented dialog systems typically first parse user utterances to semantic frames comprised of intents and slots.
A procedure for quantitatively comparing the syntactic coverage of english grammars
Ezra W. Black, Steven Abney, Daniel P. Flickinger, Claudia Gdaniec, Ralph Grishman, Philip Harrison, Donald Hindle, Robert J. P. Ingria, Frederick Jelinek, Judith L. Klavans, Mark Y. Liberman, Mitchell P. Marcus, Salim Roukos, Beatrice Santorini, and Tomek Strzalkowski. 1991 · 1991
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Inducing probabilistic ccg grammars from logical form with higher-order unification
Tom Kwiatkowski, Luke Zettlemoyer, Sharon Goldwater, and Mark Steedman. 2010 · 2010
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Luke S Zettlemoyer and Michael Collins. 2012 · 2012
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Abstract meaning representation for sembanking
Laura Banarescu, Claire Bonial, Shu Cai, Madalina Georgescu, Kira Griffitt, Ulf Hermjakob, Kevin Knight, Philipp Koehn, Martha Palmer, and Nathan Schneider. 2013 · 2013
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Investigation of recurrent-neural-network architectures and learning methods for spoken language understanding
Grégoire Mesnil, Xiaodong He, Li Deng, and Yoshua Bengio. 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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Broad-coverage ccg semantic parsing with AMR
Yoav Artzi, Kenton Lee, and Luke Zettlemoyer. 2015 · 2015
Cited alongside, same era.
Grammar as a foreign language
Oriol Vinyals, Lukasz Kaiser, Terry Koo, Slav Petrov, Ilya Sutskever, and Geoffrey Hinton. 2015 · 2015
Cited alongside, same era.
Recurrent neural network grammars
Chris Dyer, Adhiguna Kuncoro, Miguel Ballesteros, and Noah A. Smith. 2016 · 2016
Cited alongside, same era.
Learning executable semantic parsers for natural language understanding
Percy Liang. 2016 · 2016
Cited alongside, same era.
Attention-based recurrent neural network models for joint intent detection and slot filling
Bing Liu and Ian Lane. 2016 · 2016
Cited alongside, same era.
The dialog state tracking challenge series: A review
Jason Williams, Antoine Raux, and Matthew Henderson. 2016 · 2016
Cited alongside, same era.
Sequence-to-sequence learning as beam-search optimization
Sam Wiseman and Alexander M. Rush. 2016 · 2016
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Transfer learning for neural semantic parsing
Xing Fan, Emilio Monti, Lambert Mathias, and Markus Dreyer. 2017 · 2017
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Convolutional Sequence to Sequence Learning
Jonas Gehring, Michael Auli, David Grangier, Denis Yarats, and Yann N Dauphin. 2017 · 2017
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What do recurrent neural network grammars learn about syntax?
Adhiguna Kuncoro, Miguel Ballesteros, Lingpeng Kong, Chris Dyer, Graham Neubig, and Noah A. Smith. 2017 · 2017
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Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Lukasz Kaiser, and Illia Polosukhin. 2017 · 2017
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Encoder-decoder with focus-mechanism for sequence labelling based spoken language understanding
S. Zhu and K. Yu. 2017 · 2017
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