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Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality

Tristan Thrush , Ryan Jiang , Max Bartolo , Amanpreet Singh , Adina Williams , Douwe Kiela , Candace Ross

* CVPR 2022 

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Dynatask: A Framework for Creating Dynamic AI Benchmark Tasks

Tristan Thrush , Kushal Tirumala , Anmol Gupta , Max Bartolo , Pedro Rodriguez , Tariq Kane , William Gaviria Rojas , Peter Mattson , Adina Williams , Douwe Kiela

* ACL System Demos 2022 

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Models in the Loop: Aiding Crowdworkers with Generative Annotation Assistants

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

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Contrasting Human- and Machine-Generated Word-Level Adversarial Examples for Text Classification

Maximilian Mozes , Max Bartolo , Pontus Stenetorp , Bennett Kleinberg , Lewis D. Griffin

* EMNLP 2021 

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Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity

Yao Lu , Max Bartolo , Alastair Moore , Sebastian Riedel , Pontus Stenetorp

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Improving Question Answering Model Robustness with Synthetic Adversarial Data Generation

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

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Dynabench: Rethinking Benchmarking in NLP

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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Undersensitivity in Neural Reading Comprehension

Johannes Welbl , Pasquale Minervini , Max Bartolo , Pontus Stenetorp , Sebastian Riedel

* 15 pages, 4 figures 

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Beat the AI: Investigating Adversarial Human Annotations for Reading Comprehension

Max Bartolo , Alastair Roberts , Johannes Welbl , Sebastian Riedel , Pontus Stenetorp

* 21 pages including appendices 

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Interpretation of Natural Language Rules in Conversational Machine Reading

Marzieh Saeidi , Max Bartolo , Patrick Lewis , Sameer Singh , Tim Rocktäschel , Mike Sheldon , Guillaume Bouchard , Sebastian Riedel

* EMNLP 2018 

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