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WebGPT: Browser-assisted question-answering with human feedback



Reiichiro Nakano , Jacob Hilton , Suchir Balaji , Jeff Wu , Long Ouyang , Christina Kim , Christopher Hesse , Shantanu Jain , Vineet Kosaraju , William Saunders , Xu Jiang , Karl Cobbe , Tyna Eloundou , Gretchen Krueger , Kevin Button , Matthew Knight , Benjamin Chess , John Schulman

* 30 pages 

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Training Verifiers to Solve Math Word Problems



Karl Cobbe , Vineet Kosaraju , Mohammad Bavarian , Mark Chen , Heewoo Jun , Lukasz Kaiser , Matthias Plappert , Jerry Tworek , Jacob Hilton , Reiichiro Nakano , Christopher Hesse , John Schulman


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Evaluating Large Language Models Trained on Code



Mark Chen , Jerry Tworek , Heewoo Jun , Qiming Yuan , Henrique Ponde de Oliveira Pinto , Jared Kaplan , Harri Edwards , Yuri Burda , Nicholas Joseph , Greg Brockman , Alex Ray , Raul Puri , Gretchen Krueger , Michael Petrov , Heidy Khlaaf , Girish Sastry , Pamela Mishkin , Brooke Chan , Scott Gray , Nick Ryder , Mikhail Pavlov , Alethea Power , Lukasz Kaiser , Mohammad Bavarian , Clemens Winter , Philippe Tillet , Felipe Petroski Such , Dave Cummings , Matthias Plappert , Fotios Chantzis , Elizabeth Barnes , Ariel Herbert-Voss , William Hebgen Guss , Alex Nichol , Alex Paino , Nikolas Tezak , Jie Tang , Igor Babuschkin , Suchir Balaji , Shantanu Jain , William Saunders , Christopher Hesse , Andrew N. Carr , Jan Leike , Josh Achiam , Vedant Misra , Evan Morikawa , Alec Radford , Matthew Knight , Miles Brundage , Mira Murati , Katie Mayer , Peter Welinder , Bob McGrew , Dario Amodei , Sam McCandlish , Ilya Sutskever , Wojciech Zaremba

* corrected typos, added references, added authors, added acknowledgements 

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Measuring Sample Efficiency and Generalization in Reinforcement Learning Benchmarks: NeurIPS 2020 Procgen Benchmark



Sharada Mohanty , Jyotish Poonganam , Adrien Gaidon , Andrey Kolobov , Blake Wulfe , Dipam Chakraborty , Gražvydas Šemetulskis , João Schapke , Jonas Kubilius , Jurgis Pašukonis , Linas Klimas , Matthew Hausknecht , Patrick MacAlpine , Quang Nhat Tran , Thomas Tumiel , Xiaocheng Tang , Xinwei Chen , Christopher Hesse , Jacob Hilton , William Hebgen Guss , Sahika Genc , John Schulman , Karl Cobbe


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Scaling Laws for Autoregressive Generative Modeling



Tom Henighan , Jared Kaplan , Mor Katz , Mark Chen , Christopher Hesse , Jacob Jackson , Heewoo Jun , Tom B. Brown , Prafulla Dhariwal , Scott Gray , Chris Hallacy , Benjamin Mann , Alec Radford , Aditya Ramesh , Nick Ryder , Daniel M. Ziegler , John Schulman , Dario Amodei , Sam McCandlish

* 20+17 pages, 33 figures; added appendix with additional language results 

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Language Models are Few-Shot Learners



Tom B. Brown , Benjamin Mann , Nick Ryder , Melanie Subbiah , Jared Kaplan , Prafulla Dhariwal , Arvind Neelakantan , Pranav Shyam , Girish Sastry , Amanda Askell , Sandhini Agarwal , Ariel Herbert-Voss , Gretchen Krueger , Tom Henighan , Rewon Child , Aditya Ramesh , Daniel M. Ziegler , Jeffrey Wu , Clemens Winter , Christopher Hesse , Mark Chen , Eric Sigler , Mateusz Litwin , Scott Gray , Benjamin Chess , Jack Clark , Christopher Berner , Sam McCandlish , Alec Radford , Ilya Sutskever , Dario Amodei

* 40+32 pages 

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