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El Volumen Louder Por Favor: Code-switching in Task-oriented Semantic Parsing


Jan 28, 2021
Arash Einolghozati, Abhinav Arora, Lorena Sainz-Maza Lecanda, Anuj Kumar, Sonal Gupta

* EACL 2021 

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Muppet: Massive Multi-task Representations with Pre-Finetuning


Jan 26, 2021
Armen Aghajanyan, Anchit Gupta, Akshat Shrivastava, Xilun Chen, Luke Zettlemoyer, Sonal Gupta


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El Volumen Louder Por Favor: Code-switching in Task-oriented SemanticParsing


Jan 26, 2021
Arash Einolghozati, Abhinav Arora, Lorena Sainz-Maza Lecanda, Anuj Kumar, Sonal Gupta

* EACL 2021 

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NeurIPS 2020 EfficientQA Competition: Systems, Analyses and Lessons Learned


Jan 01, 2021
Sewon Min, Jordan Boyd-Graber, Chris Alberti, Danqi Chen, Eunsol Choi, Michael Collins, Kelvin Guu, Hannaneh Hajishirzi, Kenton Lee, Jennimaria Palomaki, Colin Raffel, Adam Roberts, Tom Kwiatkowski, Patrick Lewis, Yuxiang Wu, Heinrich Küttler, Linqing Liu, Pasquale Minervini, Pontus Stenetorp, Sebastian Riedel, Sohee Yang, Minjoon Seo, Gautier Izacard, Fabio Petroni, Lucas Hosseini, Nicola De Cao, Edouard Grave, Ikuya Yamada, Sonse Shimaoka, Masatoshi Suzuki, Shumpei Miyawaki, Shun Sato, Ryo Takahashi, Jun Suzuki, Martin Fajcik, Martin Docekal, Karel Ondrej, Pavel Smrz, Hao Cheng, Yelong Shen, Xiaodong Liu, Pengcheng He, Weizhu Chen, Jianfeng Gao, Barlas Oguz, Xilun Chen, Vladimir Karpukhin, Stan Peshterliev, Dmytro Okhonko, Michael Schlichtkrull, Sonal Gupta, Yashar Mehdad, Wen-tau Yih

* 26 pages 

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Unified Open-Domain Question Answering with Structured and Unstructured Knowledge


Dec 29, 2020
Barlas Oguz, Xilun Chen, Vladimir Karpukhin, Stan Peshterliev, Dmytro Okhonko, Michael Schlichtkrull, Sonal Gupta, Yashar Mehdad, Scott Yih


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Intrinsic Dimensionality Explains the Effectiveness of Language Model Fine-Tuning


Dec 22, 2020
Armen Aghajanyan, Luke Zettlemoyer, Sonal Gupta


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Sound Natural: Content Rephrasing in Dialog Systems


Nov 03, 2020
Arash Einolghozati, Anchit Gupta, Keith Diedrick, Sonal Gupta


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Low-Resource Domain Adaptation for Compositional Task-Oriented Semantic Parsing


Oct 07, 2020
Xilun Chen, Asish Ghoshal, Yashar Mehdad, Luke Zettlemoyer, Sonal Gupta

* EMNLP 2020 

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Conversational Semantic Parsing


Sep 28, 2020
Armen Aghajanyan, Jean Maillard, Akshat Shrivastava, Keith Diedrick, Mike Haeger, Haoran Li, Yashar Mehdad, Ves Stoyanov, Anuj Kumar, Mike Lewis, Sonal Gupta


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MTOP: A Comprehensive Multilingual Task-Oriented Semantic Parsing Benchmark


Aug 21, 2020
Haoran Li, Abhinav Arora, Shuohui Chen, Anchit Gupta, Sonal Gupta, Yashar Mehdad


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Better Fine-Tuning by Reducing Representational Collapse


Aug 06, 2020
Armen Aghajanyan, Akshat Shrivastava, Anchit Gupta, Naman Goyal, Luke Zettlemoyer, Sonal Gupta


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Likelihood Ratios and Generative Classifiers for Unsupervised Out-of-Domain Detection In Task Oriented Dialog


Dec 30, 2019
Varun Gangal, Abhinav Arora, Arash Einolghozati, Sonal Gupta

* Accepted for AAAI-2020 Main Track 

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Improving Robustness of Task Oriented Dialog Systems


Nov 12, 2019
Arash Einolghozati, Sonal Gupta, Mrinal Mohit, Rushin Shah

* 3rd Conversational AI Workshop at 33rd Conference on Neural Information Processing Systems (NeurIPS 2019) 

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Improving Semantic Parsing for Task Oriented Dialog


Feb 15, 2019
Arash Einolghozati, Panupong Pasupat, Sonal Gupta, Rushin Shah, Mrinal Mohit, Mike Lewis, Luke Zettlemoyer


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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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Cross-lingual Transfer Learning for Multilingual Task Oriented Dialog


Oct 31, 2018
Sebastian Schuster, Sonal Gupta, Rushin Shah, Mike Lewis

* 10 pages 

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Semantic Parsing for Task Oriented Dialog using Hierarchical Representations


Oct 18, 2018
Sonal Gupta, Rushin Shah, Mrinal Mohit, Anuj Kumar, Mike Lewis

* Conference on Empirical Methods in Natural Language Processing (EMNLP) 2018 

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