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Transformers generalize differently from information stored in context vs in weights


Oct 11, 2022
Stephanie C. Y. Chan, Ishita Dasgupta, Junkyung Kim, Dharshan Kumaran, Andrew K. Lampinen, Felix Hill


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Meaning without reference in large language models


Aug 12, 2022
Steven T. Piantadosi, Felix Hill


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Language models show human-like content effects on reasoning


Jul 14, 2022
Ishita Dasgupta, Andrew K. Lampinen, Stephanie C. Y. Chan, Antonia Creswell, Dharshan Kumaran, James L. McClelland, Felix Hill


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Know your audience: specializing grounded language models with the game of Dixit


Jun 16, 2022
Aaditya K. Singh, David Ding, Andrew Saxe, Felix Hill, Andrew K. Lampinen

* 27 pages, 9 figures 

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Semantic Exploration from Language Abstractions and Pretrained Representations


Apr 08, 2022
Allison C. Tam, Neil C. Rabinowitz, Andrew K. Lampinen, Nicholas A. Roy, Stephanie C. Y. Chan, DJ Strouse, Jane X. Wang, Andrea Banino, Felix Hill


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Can language models learn from explanations in context?


Apr 05, 2022
Andrew K. Lampinen, Ishita Dasgupta, Stephanie C. Y. Chan, Kory Matthewson, Michael Henry Tessler, Antonia Creswell, James L. McClelland, Jane X. Wang, Felix Hill


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Zipfian environments for Reinforcement Learning


Mar 15, 2022
Stephanie C. Y. Chan, Andrew K. Lampinen, Pierre H. Richemond, Felix Hill


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Feature-Attending Recurrent Modules for Generalization in Reinforcement Learning


Dec 15, 2021
Wilka Carvalho, Andrew Lampinen, Kyriacos Nikiforou, Felix Hill, Murray Shanahan


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Tell me why! -- Explanations support learning of relational and causal structure


Dec 08, 2021
Andrew K. Lampinen, Nicholas A. Roy, Ishita Dasgupta, Stephanie C. Y. Chan, Allison C. Tam, James L. McClelland, Chen Yan, Adam Santoro, Neil C. Rabinowitz, Jane X. Wang, Felix Hill

* 22 pages 

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