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The AI Index 2022 Annual Report



Daniel Zhang , Nestor Maslej , Erik Brynjolfsson , John Etchemendy , Terah Lyons , James Manyika , Helen Ngo , Juan Carlos Niebles , Michael Sellitto , Ellie Sakhaee , Yoav Shoham , Jack Clark , Raymond Perrault


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MRKL Systems: A modular, neuro-symbolic architecture that combines large language models, external knowledge sources and discrete reasoning



Ehud Karpas , Omri Abend , Yonatan Belinkov , Barak Lenz , Opher Lieber , Nir Ratner , Yoav Shoham , Hofit Bata , Yoav Levine , Kevin Leyton-Brown , Dor Muhlgay , Noam Rozen , Erez Schwartz , Gal Shachaf , Shai Shalev-Shwartz , Amnon Shashua , Moshe Tenenholtz


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Standing on the Shoulders of Giant Frozen Language Models



Yoav Levine , Itay Dalmedigos , Ori Ram , Yoel Zeldes , Daniel Jannai , Dor Muhlgay , Yoni Osin , Opher Lieber , Barak Lenz , Shai Shalev-Shwartz , Amnon Shashua , Kevin Leyton-Brown , Yoav Shoham


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The AI Index 2021 Annual Report



Daniel Zhang , Saurabh Mishra , Erik Brynjolfsson , John Etchemendy , Deep Ganguli , Barbara Grosz , Terah Lyons , James Manyika , Juan Carlos Niebles , Michael Sellitto , Yoav Shoham , Jack Clark , Raymond Perrault


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PMI-Masking: Principled masking of correlated spans



Yoav Levine , Barak Lenz , Opher Lieber , Omri Abend , Kevin Leyton-Brown , Moshe Tennenholtz , Yoav Shoham


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The Cost of Training NLP Models: A Concise Overview



Or Sharir , Barak Peleg , Yoav Shoham


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SenseBERT: Driving Some Sense into BERT



Yoav Levine , Barak Lenz , Or Dagan , Dan Padnos , Or Sharir , Shai Shalev-Shwartz , Amnon Shashua , Yoav Shoham


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Conditional Utility, Utility Independence, and Utility Networks



Yoav Shoham

* Appears in Proceedings of the Thirteenth Conference on Uncertainty in Artificial Intelligence (UAI1997) 

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Expected Utility Networks



Pierfrancesco La Mura , Yoav Shoham

* Appears in Proceedings of the Fifteenth Conference on Uncertainty in Artificial Intelligence (UAI1999) 

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Collusion in Unrepeated, First-Price Auctions with an Uncertain Number of Participants



Kevin Leyton-Brown , Moshe Tennenholtz , Navin Bhat , Yoav Shoham

* Updated the version originally submitted to Arxiv in 2002 

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