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Least-to-Most Prompting Enables Complex Reasoning in Large Language Models



Denny Zhou , Nathanael Schärli , Le Hou , Jason Wei , Nathan Scales , Xuezhi Wang , Dale Schuurmans , Olivier Bousquet , Quoc Le , Ed Chi


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Resource-Constrained Neural Architecture Search on Tabular Datasets



Chengrun Yang , Gabriel Bender , Hanxiao Liu , Pieter-Jan Kindermans , Madeleine Udell , Yifeng Lu , Quoc Le , Da Huang

* 26 pages, 15 figures, 4 tables 

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The Carbon Footprint of Machine Learning Training Will Plateau, Then Shrink



David Patterson , Joseph Gonzalez , Urs Hölzle , Quoc Le , Chen Liang , Lluis-Miquel Munguia , Daniel Rothchild , David So , Maud Texier , Jeff Dean


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Self-Consistency Improves Chain of Thought Reasoning in Language Models



Xuezhi Wang , Jason Wei , Dale Schuurmans , Quoc Le , Ed Chi , Sharan Narang , Aakanksha Chowdhery , Denny Zhou

* V2: added PaLM based results 

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Mixture-of-Experts with Expert Choice Routing



Yanqi Zhou , Tao Lei , Hanxiao Liu , Nan Du , Yanping Huang , Vincent Zhao , Andrew Dai , Zhifeng Chen , Quoc Le , James Laudon


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LaMDA: Language Models for Dialog Applications



Romal Thoppilan , Daniel De Freitas , Jamie Hall , Noam Shazeer , Apoorv Kulshreshtha , Heng-Tze Cheng , Alicia Jin , Taylor Bos , Leslie Baker , Yu Du , YaGuang Li , Hongrae Lee , Huaixiu Steven Zheng , Amin Ghafouri , Marcelo Menegali , Yanping Huang , Maxim Krikun , Dmitry Lepikhin , James Qin , Dehao Chen , Yuanzhong Xu , Zhifeng Chen , Adam Roberts , Maarten Bosma , Vincent Zhao , Yanqi Zhou , Chung-Ching Chang , Igor Krivokon , Will Rusch , Marc Pickett , Pranesh Srinivasan , Laichee Man , Kathleen Meier-Hellstern , Meredith Ringel Morris , Tulsee Doshi , Renelito Delos Santos , Toju Duke , Johnny Soraker , Ben Zevenbergen , Vinodkumar Prabhakaran , Mark Diaz , Ben Hutchinson , Kristen Olson , Alejandra Molina , Erin Hoffman-John , Josh Lee , Lora Aroyo , Ravi Rajakumar , Alena Butryna , Matthew Lamm , Viktoriya Kuzmina , Joe Fenton , Aaron Cohen , Rachel Bernstein , Ray Kurzweil , Blaise Aguera-Arcas , Claire Cui , Marian Croak , Ed Chi , Quoc Le


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Chain of Thought Prompting Elicits Reasoning in Large Language Models



Jason Wei , Xuezhi Wang , Dale Schuurmans , Maarten Bosma , Ed Chi , Quoc Le , Denny Zhou


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Program Synthesis with Large Language Models



Jacob Austin , Augustus Odena , Maxwell Nye , Maarten Bosma , Henryk Michalewski , David Dohan , Ellen Jiang , Carrie Cai , Michael Terry , Quoc Le , Charles Sutton

* Jacob and Augustus contributed equally 

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A Full-stack Accelerator Search Technique for Vision Applications



Dan Zhang , Safeen Huda , Ebrahim Songhori , Quoc Le , Anna Goldie , Azalia Mirhoseini


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