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RL with KL penalties is better viewed as Bayesian inference



Tomasz Korbak , Ethan Perez , Christopher L Buckley

* Accepted fo "RL as a Model of Agency" workshop @ RLDM 2022 

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Training Language Models with Natural Language Feedback



Jérémy Scheurer , Jon Ander Campos , Jun Shern Chan , Angelica Chen , Kyunghyun Cho , Ethan Perez

* The First Workshop on Learning with Natural Language Supervision at ACL 2022 

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Learning from Natural Language Feedback



Jérémy Scheurer , Jon Ander Campos , Jun Shern Chan , Angelica Chen , Kyunghyun Cho , Ethan Perez

* The First Workshop on Learning with Natural Language Supervision at ACL 2022 

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Single-Turn Debate Does Not Help Humans Answer Hard Reading-Comprehension Questions



Alicia Parrish , Harsh Trivedi , Ethan Perez , Angelica Chen , Nikita Nangia , Jason Phang , Samuel R. Bowman

* Accepted to the 2022 ACL Workshop on Learning with Natural Language Supervision. 12 pages total, 9 figures, 2 tables 

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Red Teaming Language Models with Language Models



Ethan Perez , Saffron Huang , Francis Song , Trevor Cai , Roman Ring , John Aslanides , Amelia Glaese , Nat McAleese , Geoffrey Irving


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True Few-Shot Learning with Language Models



Ethan Perez , Douwe Kiela , Kyunghyun Cho

* Code at https://github.com/ethanjperez/true_few_shot 

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Case-based Reasoning for Natural Language Queries over Knowledge Bases



Rajarshi Das , Manzil Zaheer , Dung Thai , Ameya Godbole , Ethan Perez , Jay-Yoon Lee , Lizhen Tan , Lazaros Polymenakos , Andrew McCallum


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Rissanen Data Analysis: Examining Dataset Characteristics via Description Length



Ethan Perez , Douwe Kiela , Kyunghyun Cho

* Code at https://github.com/ethanjperez/rda along with a script to run RDA on your own dataset 

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Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks



Patrick Lewis , Ethan Perez , Aleksandara Piktus , Fabio Petroni , Vladimir Karpukhin , Naman Goyal , Heinrich Küttler , Mike Lewis , Wen-tau Yih , Tim Rocktäschel , Sebastian Riedel , Douwe Kiela


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Unsupervised Question Decomposition for Question Answering



Ethan Perez , Patrick Lewis , Wen-tau Yih , Kyunghyun Cho , Douwe Kiela


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