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CCQA: A New Web-Scale Question Answering Dataset for Model Pre-Training



Patrick Huber , Armen Aghajanyan , Barlas Oğuz , Dmytro Okhonko , Wen-tau Yih , Sonal Gupta , Xilun Chen


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Salient Phrase Aware Dense Retrieval: Can a Dense Retriever Imitate a Sparse One?



Xilun Chen , Kushal Lakhotia , Barlas Oğuz , Anchit Gupta , Patrick Lewis , Stan Peshterliev , Yashar Mehdad , Sonal Gupta , Wen-tau Yih


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Domain-matched Pre-training Tasks for Dense Retrieval



Barlas Oğuz , Kushal Lakhotia , Anchit Gupta , Patrick Lewis , Vladimir Karpukhin , Aleksandra Piktus , Xilun Chen , Sebastian Riedel , Wen-tau Yih , Sonal Gupta , Yashar Mehdad


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EASE: Extractive-Abstractive Summarization with Explanations



Haoran Li , Arash Einolghozati , Srinivasan Iyer , Bhargavi Paranjape , Yashar Mehdad , Sonal Gupta , Marjan Ghazvininejad


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



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



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



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



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



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



Armen Aghajanyan , Luke Zettlemoyer , Sonal Gupta


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