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BenchCLAMP: A Benchmark for Evaluating Language Models on Semantic Parsing


Jun 21, 2022
Subhro Roy, Sam Thomson, Tongfei Chen, Richard Shin, Adam Pauls, Jason Eisner, Benjamin Van Durme

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Addressing Resource and Privacy Constraints in Semantic Parsing Through Data Augmentation


May 18, 2022
Kevin Yang, Olivia Deng, Charles Chen, Richard Shin, Subhro Roy, Benjamin Van Durme

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* ACL Findings 2022 

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Few-Shot Semantic Parsing with Language Models Trained On Code


Dec 16, 2021
Richard Shin, Benjamin Van Durme

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Pruning Pretrained Encoders with a Multitask Objective


Dec 10, 2021
Patrick Xia, Richard Shin

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* ENLSP NeurIPS 2021 

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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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Hierarchical Variational Imitation Learning of Control Programs


Dec 29, 2019
Roy Fox, Richard Shin, William Paul, Yitian Zou, Dawn Song, Ken Goldberg, Pieter Abbeel, Ion Stoica

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Synthetic Datasets for Neural Program Synthesis


Dec 27, 2019
Richard Shin, Neel Kant, Kavi Gupta, Christopher Bender, Brandon Trabucco, Rishabh Singh, Dawn Song

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* ICLR 2019 

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RAT-SQL: Relation-Aware Schema Encoding and Linking for Text-to-SQL Parsers


Nov 10, 2019
Bailin Wang, Richard Shin, Xiaodong Liu, Oleksandr Polozov, Matthew Richardson

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* arXiv admin note: text overlap with arXiv:1906.11790 

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Program Synthesis and Semantic Parsing with Learned Code Idioms


Jul 23, 2019
Richard Shin, Miltiadis Allamanis, Marc Brockschmidt, Oleksandr Polozov

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Encoding Database Schemas with Relation-Aware Self-Attention for Text-to-SQL Parsers


Jun 27, 2019
Richard Shin

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