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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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Lightweight Convolutional Representations for On-Device Natural Language Processing


Feb 04, 2020
Shrey Desai, Geoffrey Goh, Arun Babu, Ahmed Aly

* Accepted to MLSys 2020 

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Evaluating Lottery Tickets Under Distributional Shifts


Oct 28, 2019
Shrey Desai, Hongyuan Zhan, Ahmed Aly

* Accepted to EMNLP 2019 Workshop on Deep Learning for Low-Resource NLP 

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Optimizing Deep Neural Networks with Multiple Search Neuroevolution


Jan 17, 2019
Ahmed Aly, David Weikersdorfer, Claire Delaunay

* Submitted to IEEE CEC2019 

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PyText: A Seamless Path from NLP research to production


Dec 12, 2018
Ahmed Aly, Kushal Lakhotia, Shicong Zhao, Mrinal Mohit, Barlas Oguz, Abhinav Arora, Sonal Gupta, Christopher Dewan, Stef Nelson-Lindall, Rushin Shah


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Efficient Single-Shot Multibox Detector for Construction Site Monitoring


Aug 20, 2018
Viral Thakar, Himani Saini, Walid Ahmed, Mohammad M Soltani, Ahmed Aly, Jia Yuan Yu

* 6 pages, 4 figures, to appear in the Proceedings of the ISC2 2018, 16-19 September 2018, Kansas, USA 

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Experiential Robot Learning with Accelerated Neuroevolution


Aug 16, 2018
Ahmed Aly, Joanne B. Dugan


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