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The AI Index 2022 Annual Report



Daniel Zhang , Nestor Maslej , Erik Brynjolfsson , John Etchemendy , Terah Lyons , James Manyika , Helen Ngo , Juan Carlos Niebles , Michael Sellitto , Ellie Sakhaee , Yoav Shoham , Jack Clark , Raymond Perrault


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Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback



Yuntao Bai , Andy Jones , Kamal Ndousse , Amanda Askell , Anna Chen , Nova DasSarma , Dawn Drain , Stanislav Fort , Deep Ganguli , Tom Henighan , Nicholas Joseph , Saurav Kadavath , Jackson Kernion , Tom Conerly , Sheer El-Showk , Nelson Elhage , Zac Hatfield-Dodds , Danny Hernandez , Tristan Hume , Scott Johnston , Shauna Kravec , Liane Lovitt , Neel Nanda , Catherine Olsson , Dario Amodei , Tom Brown , Jack Clark , Sam McCandlish , Chris Olah , Ben Mann , Jared Kaplan

* Data available at https://github.com/anthropics/hh-rlhf 

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A General Language Assistant as a Laboratory for Alignment



Amanda Askell , Yuntao Bai , Anna Chen , Dawn Drain , Deep Ganguli , Tom Henighan , Andy Jones , Nicholas Joseph , Ben Mann , Nova DasSarma , Nelson Elhage , Zac Hatfield-Dodds , Danny Hernandez , Jackson Kernion , Kamal Ndousse , Catherine Olsson , Dario Amodei , Tom Brown , Jack Clark , Sam McCandlish , Chris Olah , Jared Kaplan

* 26+19 pages; v2 typos fixed, refs added, figure scale / colors fixed; v3 correct very non-standard TruthfulQA formatting and metric, alignment implications slightly improved 

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Why and How Governments Should Monitor AI Development



Jess Whittlestone , Jack Clark


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Evaluating CLIP: Towards Characterization of Broader Capabilities and Downstream Implications



Sandhini Agarwal , Gretchen Krueger , Jack Clark , Alec Radford , Jong Wook Kim , Miles Brundage

* arXiv admin note: substantial text overlap with arXiv:2103.00020 

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The AI Index 2021 Annual Report



Daniel Zhang , Saurabh Mishra , Erik Brynjolfsson , John Etchemendy , Deep Ganguli , Barbara Grosz , Terah Lyons , James Manyika , Juan Carlos Niebles , Michael Sellitto , Yoav Shoham , Jack Clark , Raymond Perrault


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Learning Transferable Visual Models From Natural Language Supervision



Alec Radford , Jong Wook Kim , Chris Hallacy , Aditya Ramesh , Gabriel Goh , Sandhini Agarwal , Girish Sastry , Amanda Askell , Pamela Mishkin , Jack Clark , Gretchen Krueger , Ilya Sutskever


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Understanding the Capabilities, Limitations, and Societal Impact of Large Language Models



Alex Tamkin , Miles Brundage , Jack Clark , Deep Ganguli


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