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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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Show Me More Details: Discovering Hierarchies of Procedures from Semi-structured Web Data



Shuyan Zhou , Li Zhang , Yue Yang , Qing Lyu , Pengcheng Yin , Chris Callison-Burch , Graham Neubig

* ACL 2022 

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UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models



Tianbao Xie , Chen Henry Wu , Peng Shi , Ruiqi Zhong , Torsten Scholak , Michihiro Yasunaga , Chien-Sheng Wu , Ming Zhong , Pengcheng Yin , Sida I. Wang , Victor Zhong , Bailin Wang , Chengzu Li , Connor Boyle , Ansong Ni , Ziyu Yao , Dragomir Radev , Caiming Xiong , Lingpeng Kong , Rui Zhang , Noah A. Smith , Luke Zettlemoyer , Tao Yu


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On The Ingredients of an Effective Zero-shot Semantic Parser



Pengcheng Yin , John Wieting , Avirup Sil , Graham Neubig


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Learning to Superoptimize Real-world Programs



Alex Shypula , Pengcheng Yin , Jeremy Lacomis , Claire Le Goues , Edward Schwartz , Graham Neubig

* 10 pages, 6 figures, under review at the Thirty-Sixth AAAI Conference on Artificial Intelligence 

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Hierarchical Control of Situated Agents through Natural Language



Shuyan Zhou , Pengcheng Yin , Graham Neubig


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