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Retrieve-and-Fill for Scenario-based Task-Oriented Semantic Parsing


Feb 02, 2022
Akshat Shrivastava, Shrey Desai, Anchit Gupta, Ali Elkahky, Aleksandr Livshits, Alexander Zotov, Ahmed Aly


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AutoNLU: Detecting, root-causing, and fixing NLU model errors


Oct 12, 2021
Pooja Sethi, Denis Savenkov, Forough Arabshahi, Jack Goetz, Micaela Tolliver, Nicolas Scheffer, Ilknur Kabul, Yue Liu, Ahmed Aly

* 8 pages, 5 figures 

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Assessing Data Efficiency in Task-Oriented Semantic Parsing


Jul 10, 2021
Shrey Desai, Akshat Shrivastava, Justin Rill, Brian Moran, Safiyyah Saleem, Alexander Zotov, Ahmed Aly


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Latency-Aware Neural Architecture Search with Multi-Objective Bayesian Optimization


Jun 25, 2021
David Eriksson, Pierce I-Jen Chuang, Samuel Daulton, Peng Xia, Akshat Shrivastava, Arun Babu, Shicong Zhao, Ahmed Aly, Ganesh Venkatesh, Maximilian Balandat

* To Appear at the 8th ICML Workshop on Automated Machine Learning, ICML 2021 

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Diagnosing Transformers in Task-Oriented Semantic Parsing


May 27, 2021
Shrey Desai, Ahmed Aly

* Accepted to Findings of ACL 2021 

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Span Pointer Networks for Non-Autoregressive Task-Oriented Semantic Parsing


Apr 16, 2021
Akshat Shrivastava, Pierce Chuang, Arun Babu, Shrey Desai, Abhinav Arora, Alexander Zotov, Ahmed Aly


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Low-Resource Task-Oriented Semantic Parsing via Intrinsic Modeling


Apr 15, 2021
Shrey Desai, Akshat Shrivastava, Alexander Zotov, Ahmed Aly


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Non-Autoregressive Semantic Parsing for Compositional Task-Oriented Dialog


Apr 11, 2021
Arun Babu, Akshat Shrivastava, Armen Aghajanyan, Ahmed Aly, Angela Fan, Marjan Ghazvininejad


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