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Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

May 22, 2020
Patrick Lewis, Ethan Perez, Aleksandara Piktus, Fabio Petroni, Vladimir Karpukhin, Naman Goyal, Heinrich Küttler, Mike Lewis, Wen-tau Yih, Tim Rocktäschel, Sebastian Riedel, Douwe Kiela


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Dense Passage Retrieval for Open-Domain Question Answering

May 02, 2020
Vladimir Karpukhin, Barlas Oğuz, Sewon Min, Patrick Lewis, Ledell Wu, Sergey Edunov, Danqi Chen, Wen-tau Yih

* corrected typos in Table 3; add a paragraph in Sec. 6.2 

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Aligned Cross Entropy for Non-Autoregressive Machine Translation

Apr 03, 2020
Marjan Ghazvininejad, Vladimir Karpukhin, Luke Zettlemoyer, Omer Levy


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Training on Synthetic Noise Improves Robustness to Natural Noise in Machine Translation

Feb 05, 2019
Vladimir Karpukhin, Omer Levy, Jacob Eisenstein, Marjan Ghazvininejad


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