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Constrained Language Models Yield Few-Shot Semantic Parsers

Apr 18, 2021
Richard Shin, Christopher H. Lin, Sam Thomson, Charles Chen, Subhro Roy, Emmanouil Antonios Platanios, Adam Pauls, Dan Klein, Jason Eisner, Benjamin Van Durme

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Task-Oriented Dialogue as Dataflow Synthesis

Oct 02, 2020
Semantic Machines, Jacob Andreas, John Bufe, David Burkett, Charles Chen, Josh Clausman, Jean Crawford, Kate Crim, Jordan DeLoach, Leah Dorner, Jason Eisner, Hao Fang, Alan Guo, David Hall, Kristin Hayes, Kellie Hill, Diana Ho, Wendy Iwaszuk, Smriti Jha, Dan Klein, Jayant Krishnamurthy, Theo Lanman, Percy Liang, Christopher H Lin, Ilya Lintsbakh, Andy McGovern, Aleksandr Nisnevich, Adam Pauls, Dmitrij Petters, Brent Read, Dan Roth, Subhro Roy, Jesse Rusak, Beth Short, Div Slomin, Ben Snyder, Stephon Striplin, Yu Su, Zachary Tellman, Sam Thomson, Andrei Vorobev, Izabela Witoszko, Jason Wolfe, Abby Wray, Yuchen Zhang, Alexander Zotov

* TACL 2020 

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Syntactic Scaffolds for Semantic Structures

Aug 30, 2018
Swabha Swayamdipta, Sam Thomson, Kenton Lee, Luke Zettlemoyer, Chris Dyer, Noah A. Smith

* Accepted at EMNLP 2018 

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Rational Recurrences

Aug 28, 2018
Hao Peng, Roy Schwartz, Sam Thomson, Noah A. Smith

* EMNLP 2018 

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Toward Abstractive Summarization Using Semantic Representations

May 25, 2018
Fei Liu, Jeffrey Flanigan, Sam Thomson, Norman Sadeh, Noah A. Smith

* 10 pages 

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SoPa: Bridging CNNs, RNNs, and Weighted Finite-State Machines

May 15, 2018
Roy Schwartz, Sam Thomson, Noah A. Smith

* ACL 2018, 12 pages. Code available at 

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Backpropagating through Structured Argmax using a SPIGOT

May 12, 2018
Hao Peng, Sam Thomson, Noah A. Smith

* ACL 2018 

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Learning Joint Semantic Parsers from Disjoint Data

Apr 17, 2018
Hao Peng, Sam Thomson, Swabha Swayamdipta, Noah A. Smith

* NAACL 2018 

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Neural Motifs: Scene Graph Parsing with Global Context

Mar 29, 2018
Rowan Zellers, Mark Yatskar, Sam Thomson, Yejin Choi

* CVPR 2018 camera ready 

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Frame-Semantic Parsing with Softmax-Margin Segmental RNNs and a Syntactic Scaffold

Jun 29, 2017
Swabha Swayamdipta, Sam Thomson, Chris Dyer, Noah A. Smith

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Deep Multitask Learning for Semantic Dependency Parsing

Apr 25, 2017
Hao Peng, Sam Thomson, Noah A. Smith

* Proceedings of ACL 2017 

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