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Characteristics of Harmful Text: Towards Rigorous Benchmarking of Language Models



Maribeth Rauh , John Mellor , Jonathan Uesato , Po-Sen Huang , Johannes Welbl , Laura Weidinger , Sumanth Dathathri , Amelia Glaese , Geoffrey Irving , Iason Gabriel , William Isaac , Lisa Anne Hendricks

* 9 pages plus appendix 

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MuZero with Self-competition for Rate Control in VP9 Video Compression



Amol Mandhane , Anton Zhernov , Maribeth Rauh , Chenjie Gu , Miaosen Wang , Flora Xue , Wendy Shang , Derek Pang , Rene Claus , Ching-Han Chiang , Cheng Chen , Jingning Han , Angie Chen , Daniel J. Mankowitz , Jackson Broshear , Julian Schrittwieser , Thomas Hubert , Oriol Vinyals , Timothy Mann


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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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Ethical and social risks of harm from Language Models



Laura Weidinger , John Mellor , Maribeth Rauh , Conor Griffin , Jonathan Uesato , Po-Sen Huang , Myra Cheng , Mia Glaese , Borja Balle , Atoosa Kasirzadeh , Zac Kenton , Sasha Brown , Will Hawkins , Tom Stepleton , Courtney Biles , Abeba Birhane , Julia Haas , Laura Rimell , Lisa Anne Hendricks , William Isaac , Sean Legassick , Geoffrey Irving , Iason Gabriel


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