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True Few-Shot Learning with Language Models

May 24, 2021
Ethan Perez, Douwe Kiela, Kyunghyun Cho

* Code at 

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Case-based Reasoning for Natural Language Queries over Knowledge Bases

Apr 18, 2021
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

Mar 05, 2021
Ethan Perez, Douwe Kiela, Kyunghyun Cho

* Code at along with a script to run RDA on your own dataset 

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Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

May 22, 2020
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

Feb 22, 2020
Ethan Perez, Patrick Lewis, Wen-tau Yih, Kyunghyun Cho, Douwe Kiela

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Finding Generalizable Evidence by Learning to Convince Q&A Models

Sep 12, 2019
Ethan Perez, Siddharth Karamcheti, Rob Fergus, Jason Weston, Douwe Kiela, Kyunghyun Cho

* EMNLP 2019. Code available at 

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ELI5: Long Form Question Answering

Jul 22, 2019
Angela Fan, Yacine Jernite, Ethan Perez, David Grangier, Jason Weston, Michael Auli

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Visual Reasoning with Multi-hop Feature Modulation

Oct 12, 2018
Florian Strub, Mathieu Seurin, Ethan Perez, Harm de Vries, Jérémie Mary, Philippe Preux, Aaron Courville, Olivier Pietquin

* In Proc of ECCV 2018 

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Learning Visual Reasoning Without Strong Priors

Dec 18, 2017
Ethan Perez, Harm de Vries, Florian Strub, Vincent Dumoulin, Aaron Courville

* Full AAAI 2018 paper is at arXiv:1709.07871. Presented at ICML 2017's Machine Learning in Speech and Language Processing Workshop. Code is at 

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FiLM: Visual Reasoning with a General Conditioning Layer

Dec 18, 2017
Ethan Perez, Florian Strub, Harm de Vries, Vincent Dumoulin, Aaron Courville

* AAAI 2018. Code available at . Extends arXiv:1707.03017 

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HoME: a Household Multimodal Environment

Nov 29, 2017
Simon Brodeur, Ethan Perez, Ankesh Anand, Florian Golemo, Luca Celotti, Florian Strub, Jean Rouat, Hugo Larochelle, Aaron Courville

* Presented at NIPS 2017's Visually-Grounded Interaction and Language Workshop 

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Semi-Supervised Learning with the Deep Rendering Mixture Model

Dec 06, 2016
Tan Nguyen, Wanjia Liu, Ethan Perez, Richard G. Baraniuk, Ankit B. Patel

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