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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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Analyzing a Caching Model



Leon Sixt , Evan Zheran Liu , Marie Pellat , James Wexler , Milad Hashemi Been Kim , Martin Maas

* Presented at the Neurips 2021 Workshop ML for System 

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GLaM: Efficient Scaling of Language Models with Mixture-of-Experts



Nan Du , Yanping Huang , Andrew M. Dai , Simon Tong , Dmitry Lepikhin , Yuanzhong Xu , Maxim Krikun , Yanqi Zhou , Adams Wei Yu , Orhan Firat , Barret Zoph , Liam Fedus , Maarten Bosma , Zongwei Zhou , Tao Wang , Yu Emma Wang , Kellie Webster , Marie Pellat , Kevin Robinson , Kathy Meier-Hellstern , Toju Duke , Lucas Dixon , Kun Zhang , Quoc V Le , Yonghui Wu , Zhifeng Chen , Claire Cui


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Augmenting the User-Item Graph with Textual Similarity Models



Federico López , Martin Scholz , Jessica Yung , Marie Pellat , Michael Strube , Lucas Dixon

* 12 pages, 2 figures 

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