Predictability and Surprise in Large Generative Models

Author:

Ganguli Deep1,Hernandez Danny1,Lovitt Liane1,Askell Amanda1,Bai Yuntao1,Chen Anna1,Conerly Tom1,Dassarma Nova1,Drain Dawn1,Elhage Nelson1,El Showk Sheer1,Fort Stanislav1,Hatfield-Dodds Zac1,Henighan Tom1,Johnston Scott1,Jones Andy1,Joseph Nicholas1,Kernian Jackson1,Kravec Shauna1,Mann Ben1,Nanda Neel1,Ndousse Kamal1,Olsson Catherine1,Amodei Daniela1,Brown Tom1,Kaplan Jared1,McCandlish Sam1,Olah Christopher1,Amodei Dario1,Clark Jack1

Affiliation:

1. Anthropic, USA

Publisher

ACM

Reference91 articles.

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3. Julia Angwin Jeff Larson Surya Mattu and Lauren Kirchner. 2016. Machine bias: There’s software used across the country to predict future criminals. and it’s biased against blacks. https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing Julia Angwin Jeff Larson Surya Mattu and Lauren Kirchner. 2016. Machine bias: There’s software used across the country to predict future criminals. and it’s biased against blacks. https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing

4. 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 , and Jared Kaplan . 2021. A General Language Assistant as a Laboratory for Alignment. arXiv:2112.00861 [cs] (Dec . 2021 ). http://arxiv.org/abs/2112.00861 arXiv:2112.00861. 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, and Jared Kaplan. 2021. A General Language Assistant as a Laboratory for Alignment. arXiv:2112.00861 [cs] (Dec. 2021). http://arxiv.org/abs/2112.00861 arXiv:2112.00861.

5. Jacob Austin , Augustus Odena , Maxwell Nye , Maarten Bosma , Henryk Michalewski , David Dohan , Ellen Jiang , Carrie Cai , Michael Terry , Quoc Le , and Charles Sutton . 2021. Program Synthesis with Large Language Models. arXiv:2108.07732 [cs] (Aug . 2021 ). http://arxiv.org/abs/2108.07732 arXiv:2108.07732. Jacob Austin, Augustus Odena, Maxwell Nye, Maarten Bosma, Henryk Michalewski, David Dohan, Ellen Jiang, Carrie Cai, Michael Terry, Quoc Le, and Charles Sutton. 2021. Program Synthesis with Large Language Models. arXiv:2108.07732 [cs] (Aug. 2021). http://arxiv.org/abs/2108.07732 arXiv:2108.07732.

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