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Language Model Cascades


Jul 28, 2022
David Dohan, Winnie Xu, Aitor Lewkowycz, Jacob Austin, David Bieber, Raphael Gontijo Lopes, Yuhuai Wu, Henryk Michalewski, Rif A. Saurous, Jascha Sohl-dickstein, Kevin Murphy, Charles Sutton

* Presented as spotlight at the Beyond Bases workshop at ICML 2022 (https://beyond-bayes.github.io

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Exploring Length Generalization in Large Language Models


Jul 11, 2022
Cem Anil, Yuhuai Wu, Anders Andreassen, Aitor Lewkowycz, Vedant Misra, Vinay Ramasesh, Ambrose Slone, Guy Gur-Ari, Ethan Dyer, Behnam Neyshabur


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Solving Quantitative Reasoning Problems with Language Models


Jul 01, 2022
Aitor Lewkowycz, Anders Andreassen, David Dohan, Ethan Dyer, Henryk Michalewski, Vinay Ramasesh, Ambrose Slone, Cem Anil, Imanol Schlag, Theo Gutman-Solo, Yuhuai Wu, Behnam Neyshabur, Guy Gur-Ari, Vedant Misra

* 12 pages, 5 figures + references and appendices 

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Insights into Pre-training via Simpler Synthetic Tasks


Jun 21, 2022
Yuhuai Wu, Felix Li, Percy Liang

* 30 pages 

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Fast and Precise: Adjusting Planning Horizon with Adaptive Subgoal Search


Jun 01, 2022
Micha艂 Zawalski, Micha艂 Tyrolski, Konrad Czechowski, Damian Stachura, Piotr Pi臋kos, Tomasz Odrzyg贸藕d藕, Yuhuai Wu, 艁ukasz Kuci艅ski, Piotr Mi艂o艣


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Autoformalization with Large Language Models


May 25, 2022
Yuhuai Wu, Albert Q. Jiang, Wenda Li, Markus N. Rabe, Charles Staats, Mateja Jamnik, Christian Szegedy

* 44 pages 

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Thor: Wielding Hammers to Integrate Language Models and Automated Theorem Provers


May 22, 2022
Albert Q. Jiang, Wenda Li, Szymon Tworkowski, Konrad Czechowski, Tomasz Odrzyg贸藕d藕, Piotr Mi艂o艣, Yuhuai Wu, Mateja Jamnik


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STaR: Bootstrapping Reasoning With Reasoning


Mar 28, 2022
Eric Zelikman, Yuhuai Wu, Noah D. Goodman


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