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Improving Question Answering Model Robustness with Synthetic Adversarial Data Generation


Apr 18, 2021
Max Bartolo, Tristan Thrush, Robin Jia, Sebastian Riedel, Pontus Stenetorp, Douwe Kiela


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Cross-Modal Retrieval Augmentation for Multi-Modal Classification


Apr 16, 2021
Shir Gur, Natalia Neverova, Chris Stauffer, Ser-Nam Lim, Douwe Kiela, Austin Reiter


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Gradient-based Adversarial Attacks against Text Transformers


Apr 15, 2021
Chuan Guo, Alexandre Sablayrolles, Hervé Jégou, Douwe Kiela


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Retrieval Augmentation Reduces Hallucination in Conversation


Apr 15, 2021
Kurt Shuster, Spencer Poff, Moya Chen, Douwe Kiela, Jason Weston


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Masked Language Modeling and the Distributional Hypothesis: Order Word Matters Pre-training for Little


Apr 14, 2021
Koustuv Sinha, Robin Jia, Dieuwke Hupkes, Joelle Pineau, Adina Williams, Douwe Kiela

* 12 pages + Appendix 

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Dynabench: Rethinking Benchmarking in NLP


Apr 07, 2021
Douwe Kiela, Max Bartolo, Yixin Nie, Divyansh Kaushik, Atticus Geiger, Zhengxuan Wu, Bertie Vidgen, Grusha Prasad, Amanpreet Singh, Pratik Ringshia, Zhiyi Ma, Tristan Thrush, Sebastian Riedel, Zeerak Waseem, Pontus Stenetorp, Robin Jia, Mohit Bansal, Christopher Potts, Adina Williams

* NAACL 2021 

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Quasi-Equivalence Discovery for Zero-Shot Emergent Communication


Mar 14, 2021
Kalesha Bullard, Douwe Kiela, Joelle Pineau, Jakob Foerster

* 14 pages 

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Rissanen Data Analysis: Examining Dataset Characteristics via Description Length


Mar 05, 2021
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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Learning from the Worst: Dynamically Generated Datasets to Improve Online Hate Detection


Dec 31, 2020
Bertie Vidgen, Tristan Thrush, Zeerak Waseem, Douwe Kiela


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DynaSent: A Dynamic Benchmark for Sentiment Analysis


Dec 30, 2020
Christopher Potts, Zhengxuan Wu, Atticus Geiger, Douwe Kiela


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Reservoir Transformer


Dec 30, 2020
Sheng Shen, Alexei Baevski, Ari S. Morcos, Kurt Keutzer, Michael Auli, Douwe Kiela


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I like fish, especially dolphins: Addressing Contradictions in Dialogue Modeling


Dec 28, 2020
Yixin Nie, Mary Williamson, Mohit Bansal, Douwe Kiela, Jason Weston

* 15 pages 

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I like fish, especially dolphins: Addressing Contradictions in Dialogue Modelling


Dec 24, 2020
Yixin Nie, Mary Williamson, Mohit Bansal, Douwe Kiela, Jason Weston

* 15 pages 

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To what extent do human explanations of model behavior align with actual model behavior?


Dec 24, 2020
Grusha Prasad, Yixin Nie, Mohit Bansal, Robin Jia, Douwe Kiela, Adina Williams

* 10 pages, 3 figures, 2 tables 

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Exploring Zero-Shot Emergent Communication in Embodied Multi-Agent Populations


Oct 29, 2020
Kalesha Bullard, Franziska Meier, Douwe Kiela, Joelle Pineau, Jakob Foerster


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ANLIzing the Adversarial Natural Language Inference Dataset


Oct 24, 2020
Adina Williams, Tristan Thrush, Douwe Kiela

* 33 pages, 1 figure, 24 tables 

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Learning Optimal Representations with the Decodable Information Bottleneck


Sep 27, 2020
Yann Dubois, Douwe Kiela, David J. Schwab, Ramakrishna Vedantam

* Accepted at NeurIPS 2020 

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Answering Complex Open-Domain Questions with Multi-Hop Dense Retrieval


Sep 27, 2020
Wenhan Xiong, Xiang Lorraine Li, Srini Iyer, Jingfei Du, Patrick Lewis, William Yang Wang, Yashar Mehdad, Wen-tau Yih, Sebastian Riedel, Douwe Kiela, Barlas Oğuz


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The Hateful Memes Challenge: Detecting Hate Speech in Multimodal Memes


Jun 08, 2020
Douwe Kiela, Hamed Firooz, Aravind Mohan, Vedanuj Goswami, Amanpreet Singh, Pratik Ringshia, Davide Testuggine


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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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Multi-Dimensional Gender Bias Classification


May 01, 2020
Emily Dinan, Angela Fan, Ledell Wu, Jason Weston, Douwe Kiela, Adina Williams


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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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I love your chain mail! Making knights smile in a fantasy game world: Open-domain goal-oriented dialogue agents


Feb 10, 2020
Shrimai Prabhumoye, Margaret Li, Jack Urbanek, Emily Dinan, Douwe Kiela, Jason Weston, Arthur Szlam


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I love your chain mail! Making knights smile in a fantasy game world: Open-domain goal-orientated dialogue agents


Feb 07, 2020
Shrimai Prabhumoye, Margaret Li, Jack Urbanek, Emily Dinan, Douwe Kiela, Jason Weston, Arthur Szlam


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On the interaction between supervision and self-play in emergent communication


Feb 04, 2020
Ryan Lowe, Abhinav Gupta, Jakob Foerster, Douwe Kiela, Joelle Pineau

* The first two authors contributed equally. Accepted at ICLR 2020 

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Generating Interactive Worlds with Text


Dec 04, 2019
Angela Fan, Jack Urbanek, Pratik Ringshia, Emily Dinan, Emma Qian, Siddharth Karamcheti, Shrimai Prabhumoye, Douwe Kiela, Tim Rocktaschel, Arthur Szlam, Jason Weston


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Queens are Powerful too: Mitigating Gender Bias in Dialogue Generation


Nov 10, 2019
Emily Dinan, Angela Fan, Adina Williams, Jack Urbanek, Douwe Kiela, Jason Weston


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Adversarial NLI: A New Benchmark for Natural Language Understanding


Oct 31, 2019
Yixin Nie, Adina Williams, Emily Dinan, Mohit Bansal, Jason Weston, Douwe Kiela


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