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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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Compositional Generalization and Decomposition in Neural Program Synthesis



Kensen Shi , Joey Hong , Manzil Zaheer , Pengcheng Yin , Charles Sutton

* Published at the Deep Learning for Code (DL4C) Workshop at ICLR 2022 

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CrossBeam: Learning to Search in Bottom-Up Program Synthesis



Kensen Shi , Hanjun Dai , Kevin Ellis , Charles Sutton

* Published at 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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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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SpreadsheetCoder: Formula Prediction from Semi-structured Context



Xinyun Chen , Petros Maniatis , Rishabh Singh , Charles Sutton , Hanjun Dai , Max Lin , Denny Zhou

* Published in ICML 2021 

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Latent Programmer: Discrete Latent Codes for Program Synthesis



Joey Hong , David Dohan , Rishabh Singh , Charles Sutton , Manzil Zaheer

* 15 pages, 9 figures 

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Learning Discrete Energy-based Models via Auxiliary-variable Local Exploration



Hanjun Dai , Rishabh Singh , Bo Dai , Charles Sutton , Dale Schuurmans

* NeurIPS 2020 

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Learning to Execute Programs with Instruction Pointer Attention Graph Neural Networks



David Bieber , Charles Sutton , Hugo Larochelle , Daniel Tarlow

* Accepted at NeurIPS 2020 

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