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Continuous diffusion for categorical data


Dec 15, 2022
Sander Dieleman, Laurent Sartran, Arman Roshannai, Nikolay Savinov, Yaroslav Ganin, Pierre H. Richemond, Arnaud Doucet, Robin Strudel, Chris Dyer, Conor Durkan, Curtis Hawthorne, Rémi Leblond, Will Grathwohl, Jonas Adler

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* 26 pages, 8 figures; corrections and additional information about hyperparameters 

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MAD for Robust Reinforcement Learning in Machine Translation


Jul 18, 2022
Domenic Donato, Lei Yu, Wang Ling, Chris Dyer

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Transformer Grammars: Augmenting Transformer Language Models with Syntactic Inductive Biases at Scale


Mar 01, 2022
Laurent Sartran, Samuel Barrett, Adhiguna Kuncoro, Miloš Stanojević, Phil Blunsom, Chris Dyer

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* 24 pages, 9 figures, 3 tables and 1 algorithm 

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Enabling arbitrary translation objectives with Adaptive Tree Search


Feb 23, 2022
Wang Ling, Wojciech Stokowiec, Domenic Donato, Laurent Sartran, Lei Yu, Austin Matthews, Chris Dyer

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* 17 pages, 3 figures 

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Scaling Language Models: Methods, Analysis & Insights from Training Gopher


Dec 08, 2021
Jack W. Rae, Sebastian Borgeaud, Trevor Cai, Katie Millican, Jordan Hoffmann, Francis Song, John Aslanides, Sarah Henderson, Roman Ring, Susannah Young, Eliza Rutherford, Tom Hennigan, Jacob Menick, Albin Cassirer, Richard Powell, George van den Driessche, Lisa Anne Hendricks, Maribeth Rauh, Po-Sen Huang, Amelia Glaese, Johannes Welbl, Sumanth Dathathri, Saffron Huang, Jonathan Uesato, John Mellor, Irina Higgins, Antonia Creswell, Nat McAleese, Amy Wu, Erich Elsen, Siddhant Jayakumar, Elena Buchatskaya, David Budden, Esme Sutherland, Karen Simonyan, Michela Paganini, Laurent Sifre, Lena Martens, Xiang Lorraine Li, Adhiguna Kuncoro, Aida Nematzadeh, Elena Gribovskaya, Domenic Donato, Angeliki Lazaridou, Arthur Mensch, Jean-Baptiste Lespiau, Maria Tsimpoukelli, Nikolai Grigorev, Doug Fritz, Thibault Sottiaux, Mantas Pajarskas, Toby Pohlen, Zhitao Gong, Daniel Toyama, Cyprien de Masson d'Autume, Yujia Li, Tayfun Terzi, Vladimir Mikulik, Igor Babuschkin, Aidan Clark, Diego de Las Casas, Aurelia Guy, Chris Jones, James Bradbury, Matthew Johnson, Blake Hechtman, Laura Weidinger, Iason Gabriel, William Isaac, Ed Lockhart, Simon Osindero, Laura Rimell, Chris Dyer, Oriol Vinyals, Kareem Ayoub, Jeff Stanway, Lorrayne Bennett, Demis Hassabis, Koray Kavukcuoglu, Geoffrey Irving

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* 118 pages 

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End-to-End Training of Multi-Document Reader and Retriever for Open-Domain Question Answering


Jun 09, 2021
Devendra Singh Sachan, Siva Reddy, William Hamilton, Chris Dyer, Dani Yogatama

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* Preprint 

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Diverse Pretrained Context Encodings Improve Document Translation


Jun 07, 2021
Domenic Donato, Lei Yu, Chris Dyer

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Exposing the Implicit Energy Networks behind Masked Language Models via Metropolis--Hastings


Jun 04, 2021
Kartik Goyal, Chris Dyer, Taylor Berg-Kirkpatrick

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