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Solving Quantitative Reasoning Problems with Language Models



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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Multi-Game Decision Transformers



Kuang-Huei Lee , Ofir Nachum , Mengjiao Yang , Lisa Lee , Daniel Freeman , Winnie Xu , Sergio Guadarrama , Ian Fischer , Eric Jang , Henryk Michalewski , Igor Mordatch


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PaLM: Scaling Language Modeling with Pathways



Aakanksha Chowdhery , Sharan Narang , Jacob Devlin , Maarten Bosma , Gaurav Mishra , Adam Roberts , Paul Barham , Hyung Won Chung , Charles Sutton , Sebastian Gehrmann , Parker Schuh , Kensen Shi , Sasha Tsvyashchenko , Joshua Maynez , Abhishek Rao , Parker Barnes , Yi Tay , Noam Shazeer , Vinodkumar Prabhakaran , Emily Reif , Nan Du , Ben Hutchinson , Reiner Pope , James Bradbury , Jacob Austin , Michael Isard , Guy Gur-Ari , Pengcheng Yin , Toju Duke , Anselm Levskaya , Sanjay Ghemawat , Sunipa Dev , Henryk Michalewski , Xavier Garcia , Vedant Misra , Kevin Robinson , Liam Fedus , Denny Zhou , Daphne Ippolito , David Luan , Hyeontaek Lim , Barret Zoph , Alexander Spiridonov , Ryan Sepassi , David Dohan , Shivani Agrawal , Mark Omernick , Andrew M. Dai , Thanumalayan Sankaranarayana Pillai , Marie Pellat , Aitor Lewkowycz , Erica Moreira , Rewon Child , Oleksandr Polozov , Katherine Lee , Zongwei Zhou , Xuezhi Wang , Brennan Saeta , Mark Diaz , Orhan Firat , Michele Catasta , Jason Wei , Kathy Meier-Hellstern , Douglas Eck , Jeff Dean , Slav Petrov , Noah Fiedel


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Measuring CLEVRness: Blackbox testing of Visual Reasoning Models



Spyridon Mouselinos , Henryk Michalewski , Mateusz Malinowski

* ICLR 2022 

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Show Your Work: Scratchpads for Intermediate Computation with Language Models



Maxwell Nye , Anders Johan Andreassen , Guy Gur-Ari , Henryk Michalewski , Jacob Austin , David Bieber , David Dohan , Aitor Lewkowycz , Maarten Bosma , David Luan , Charles Sutton , Augustus Odena


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Sparse is Enough in Scaling Transformers



Sebastian Jaszczur , Aakanksha Chowdhery , Afroz Mohiuddin , Łukasz Kaiser , Wojciech Gajewski , Henryk Michalewski , Jonni Kanerva

* NeurIPS 2021 

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Off-Policy Correction For Multi-Agent Reinforcement Learning



Michał Zawalski , Błażej Osiński , Henryk Michalewski , Piotr Miłoś


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Hierarchical Transformers Are More Efficient Language Models



Piotr Nawrot , Szymon Tworkowski , Michał Tyrolski , Łukasz Kaiser , Yuhuai Wu , Christian Szegedy , Henryk Michalewski


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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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