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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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A Memory Efficient Baseline for Open Domain Question Answering


Dec 30, 2020
Gautier Izacard, Fabio Petroni, Lucas Hosseini, Nicola De Cao, Sebastian Riedel, Edouard Grave


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Distilling Knowledge from Reader to Retriever for Question Answering


Dec 08, 2020
Gautier Izacard, Edouard Grave


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Beyond English-Centric Multilingual Machine Translation


Oct 21, 2020
Angela Fan, Shruti Bhosale, Holger Schwenk, Zhiyi Ma, Ahmed El-Kishky, Siddharth Goyal, Mandeep Baines, Onur Celebi, Guillaume Wenzek, Vishrav Chaudhary, Naman Goyal, Tom Birch, Vitaliy Liptchinsky, Sergey Edunov, Edouard Grave, Michael Auli, Armand Joulin


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Self-training Improves Pre-training for Natural Language Understanding


Oct 05, 2020
Jingfei Du, Edouard Grave, Beliz Gunel, Vishrav Chaudhary, Onur Celebi, Michael Auli, Ves Stoyanov, Alexis Conneau

* 8 pages 

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Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering


Jul 02, 2020
Gautier Izacard, Edouard Grave


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Training with Quantization Noise for Extreme Model Compression


Apr 17, 2020
Angela Fan, Pierre Stock, Benjamin Graham, Edouard Grave, Remi Gribonval, Herve Jegou, Armand Joulin


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Training with Quantization Noise for Extreme Fixed-Point Compression


Apr 15, 2020
Angela Fan, Pierre Stock, Benjamin Graham, Edouard Grave, Remi Gribonval, Herve Jegou, Armand Joulin


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Accessing Higher-level Representations in Sequential Transformers with Feedback Memory


Mar 09, 2020
Angela Fan, Thibaut Lavril, Edouard Grave, Armand Joulin, Sainbayar Sukhbaatar


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End-to-end ASR: from Supervised to Semi-Supervised Learning with Modern Architectures


Nov 19, 2019
Gabriel Synnaeve, Qiantong Xu, Jacob Kahn, Edouard Grave, Tatiana Likhomanenko, Vineel Pratap, Anuroop Sriram, Vitaliy Liptchinsky, Ronan Collobert


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CCNet: Extracting High Quality Monolingual Datasets from Web Crawl Data


Nov 15, 2019
Guillaume Wenzek, Marie-Anne Lachaux, Alexis Conneau, Vishrav Chaudhary, Francisco Guzmán, Armand Joulin, Edouard Grave


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CCMatrix: Mining Billions of High-Quality Parallel Sentences on the WEB


Nov 10, 2019
Holger Schwenk, Guillaume Wenzek, Sergey Edunov, Edouard Grave, Armand Joulin

* 13 pages, 4 figures. arXiv admin note: text overlap with arXiv:1907.05791 

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Unsupervised Cross-lingual Representation Learning at Scale


Nov 05, 2019
Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer, Veselin Stoyanov

* 12 pages, 7 figures 

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Depth-Adaptive Transformer


Oct 22, 2019
Maha Elbayad, Jiatao Gu, Edouard Grave, Michael Auli


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Updating Pre-trained Word Vectors and Text Classifiers using Monolingual Alignment


Oct 15, 2019
Piotr Bojanowski, Onur Celebi, Tomas Mikolov, Edouard Grave, Armand Joulin


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Reducing Transformer Depth on Demand with Structured Dropout


Sep 25, 2019
Angela Fan, Edouard Grave, Armand Joulin


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Don't Forget the Long Tail! A Comprehensive Analysis of Morphological Generalization in Bilingual Lexicon Induction


Sep 06, 2019
Paula Czarnowska, Sebastian Ruder, Edouard Grave, Ryan Cotterell, Ann Copestake

* EMNLP 2019 

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Augmenting Self-attention with Persistent Memory


Jul 02, 2019
Sainbayar Sukhbaatar, Edouard Grave, Guillaume Lample, Herve Jegou, Armand Joulin


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Misspelling Oblivious Word Embeddings


May 23, 2019
Bora Edizel, Aleksandra Piktus, Piotr Bojanowski, Rui Ferreira, Edouard Grave, Fabrizio Silvestri

* 9 Pages 

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Adaptive Attention Span in Transformers


May 19, 2019
Sainbayar Sukhbaatar, Edouard Grave, Piotr Bojanowski, Armand Joulin

* Accepted to ACL 2019 

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Looking for ELMo's friends: Sentence-Level Pretraining Beyond Language Modeling


Dec 28, 2018
Samuel R. Bowman, Ellie Pavlick, Edouard Grave, Benjamin Van Durme, Alex Wang, Jan Hula, Patrick Xia, Raghavendra Pappagari, R. Thomas McCoy, Roma Patel, Najoung Kim, Ian Tenney, Yinghui Huang, Katherin Yu, Shuning Jin, Berlin Chen


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Unsupervised Hyperalignment for Multilingual Word Embeddings


Nov 02, 2018
Jean Alaux, Edouard Grave, Marco Cuturi, Armand Joulin

* Submitted to ICLR 

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Lightweight Adaptive Mixture of Neural and N-gram Language Models


Oct 26, 2018
Anton Bakhtin, Arthur Szlam, Marc'Aurelio Ranzato, Edouard Grave


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Loss in Translation: Learning Bilingual Word Mapping with a Retrieval Criterion


Sep 05, 2018
Armand Joulin, Piotr Bojanowski, Tomas Mikolov, Herve Jegou, Edouard Grave


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Unsupervised Alignment of Embeddings with Wasserstein Procrustes


May 29, 2018
Edouard Grave, Armand Joulin, Quentin Berthet


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Colorless green recurrent networks dream hierarchically


Mar 29, 2018
Kristina Gulordava, Piotr Bojanowski, Edouard Grave, Tal Linzen, Marco Baroni

* Accepted to NAACL 2018 

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Learning Word Vectors for 157 Languages


Mar 28, 2018
Edouard Grave, Piotr Bojanowski, Prakhar Gupta, Armand Joulin, Tomas Mikolov

* Accepted to LREC 

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Advances in Pre-Training Distributed Word Representations


Dec 26, 2017
Tomas Mikolov, Edouard Grave, Piotr Bojanowski, Christian Puhrsch, Armand Joulin


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