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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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Scaling Laws for Neural Language Models



Jared Kaplan , Sam McCandlish , Tom Henighan , Tom B. Brown , Benjamin Chess , Rewon Child , Scott Gray , Alec Radford , Jeffrey Wu , Dario Amodei

* 19 pages, 15 figures 

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Fine-Tuning Language Models from Human Preferences



Daniel M. Ziegler , Nisan Stiennon , Jeffrey Wu , Tom B. Brown , Alec Radford , Dario Amodei , Paul Christiano , Geoffrey Irving


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