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



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

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

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Enabling arbitrary translation objectives with Adaptive Tree Search



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

* 17 pages, 3 figures 

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



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

* 118 pages 

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



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

* Preprint 

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Diverse Pretrained Context Encodings Improve Document Translation



Domenic Donato , Lei Yu , Chris Dyer


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



Kartik Goyal , Chris Dyer , Taylor Berg-Kirkpatrick


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Syntactic Structure Distillation Pretraining For Bidirectional Encoders



Adhiguna Kuncoro , Lingpeng Kong , Daniel Fried , Dani Yogatama , Laura Rimell , Chris Dyer , Phil Blunsom

* 17 pages, 6 tables, 2 figures. AK and LK contributed equally 

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Learning to Segment Actions from Observation and Narration



Daniel Fried , Jean-Baptiste Alayrac , Phil Blunsom , Chris Dyer , Stephen Clark , Aida Nematzadeh

* ACL 2020 

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A Probabilistic Generative Model for Typographical Analysis of Early Modern Printing



Kartik Goyal , Chris Dyer , Christopher Warren , Max G'Sell , Taylor Berg-Kirkpatrick

* To appear at ACL 2020 

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Learning Robust and Multilingual Speech Representations



Kazuya Kawakami , Luyu Wang , Chris Dyer , Phil Blunsom , Aaron van den Oord


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