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Automatic translation from natural language descriptions into programs is a longstanding challenging problem.
Learning to parse database queries using inductive logic programming
J. M. Zelle · 1996
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Learning to transform natural to formal languages
R. J. Kate, Y. W. Wong, and R. J. Mooney · 2005
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Learning for semantic parsing with statistical machine translation
Y. W. Wong and R. J. Mooney · 2006
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Reinforcement learning for mapping instructions to actions
S. R. Branavan, H. Chen, L. S. Zettlemoyer, and R. Barzilay · 2009
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Semantic parsing with bayesian tree transducers
B. K. Jones, M. Johnson, and S. Goldwater · 2012
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Semantic parsing on freebase from question-answer pairs
J. Berant, A. Chou, R. Frostig, and P. Liang · 2013
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Using semantic unification to generate regular expressions from natural language
N. Kushman and R. Barzilay · 2013
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Smartsynth: Synthesizing smartphone automation scripts from natural language
V. Le, S. Gulwani, and Z. Su · 2013
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From natural language specifications to program input parsers
T. Lei, F. Long, R. Barzilay, and M. C. Rinard · 2013
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Neural machine translation by jointly learning to align and translate
D. Bahdanau, K. Cho, and Y. Bengio · 2014
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Empirical evaluation of gated recurrent neural networks on sequence modeling
J. Chung, C. Gulcehre, K. Cho, and Y. Bengio · 2014
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Nlyze: Interactive programming by natural language for spreadsheet data analysis and manipulation
S. Gulwani and M. Marron · 2014
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Adam: A method for stochastic optimization
D. Kingma and J. Ba · 2014
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Language to code: Learning semantic parsers for if-this-then-that recipes
C. Quirk, R. Mooney, and M. Galley · 2015
Later among the works it cites.
End-to-end memory networks
S. Sukhbaatar, J. Weston, R. Fergus, et al · 2015
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Grammar as a foreign language
O. Vinyals, L · 2015
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Show, attend and tell: Neural image caption generation with visual attention
K. Xu, J. Ba, R. Kiros, A. Courville, R. Salakhutdinov, R. Zemel, and Y. Bengio · 2015
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Improved semantic parsers for if-then statements
I. Beltagy and C. Quirk · 2016
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Language to logical form with neural attention
L. Dong and M. Lapata · 2016
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Recurrent neural network regularization
W. Zaremba, I. Sutskever, and O. Vinyals · 2014
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Broad-coverage ccg semantic parsing with amr
Y. Artzi · 2015
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Latent predictor networks for code generation
W. Ling, E. Grefenstette, K. M. Hermann, T. Kociský, A. Senior, F. Wang, and P. Blunsom · 2016
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