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To learn a semantic parser from denotations, a learning algorithm must search over a combinatorially large space of logical forms for ones consistent with the annotated denotations.
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A. Desai, S. Gulwani, V. Hingorani, N. Jain, A. Karkare, M. Marron, S. R, and S. Roy. 2016 · 2016
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L. Dong and M. Lapata. 2016 · 2016
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R. Jia and P. Liang. 2016 · 2016
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Semantic parsing with semi-supervised sequential autoencoders
T. Kociský, G. Melis, E. Grefenstette, C. Dyer, W. Ling, P. Blunsom, and K. M. Hermann. 2016 · 2016
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T. Kwiatkowski, E. Choi, Y. Artzi, and L. Zettlemoyer. 2013 · 2013
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Lambda dependency-based compositional semantics
P. Liang. 2013 · 2013
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J. Berant and P. Liang. 2014 · 2014
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Imitation learning of agenda-based semantic parsers
J. Berant and P. Liang. 2015 · 2015
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Transforming dependency structures to logical forms for semantic parsing
S. Reddy, O. Täckström, M. Collins, T. Kwiatkowski, D. Das, M. Steedman, and M. Lapata. 2016 · 2016
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Neural symbolic machines: Learning semantic parsers on Freebase with weak supervision
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