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WinoGAViL: Gamified Association Benchmark to Challenge Vision-and-Language Models


Jul 25, 2022
Yonatan Bitton , Nitzan Bitton Guetta , Ron Yosef , Yuval Elovici , Mohit Bansal , Gabriel Stanovsky , Roy Schwartz

* Website: https://winogavil.github.io/ 

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Fewer Errors, but More Stereotypes? The Effect of Model Size on Gender Bias


Jun 20, 2022
Yarden Tal , Inbal Magar , Roy Schwartz


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Measuring the Carbon Intensity of AI in Cloud Instances


Jun 10, 2022
Jesse Dodge , Taylor Prewitt , Remi Tachet Des Combes , Erika Odmark , Roy Schwartz , Emma Strubell , Alexandra Sasha Luccioni , Noah A. Smith , Nicole DeCario , Will Buchanan

* In ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT) 2022 

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On the Limitations of Dataset Balancing: The Lost Battle Against Spurious Correlations


Apr 27, 2022
Roy Schwartz , Gabriel Stanovsky

* Findings of NAACL 2022 

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TangoBERT: Reducing Inference Cost by using Cascaded Architecture


Apr 13, 2022
Jonathan Mamou , Oren Pereg , Moshe Wasserblat , Roy Schwartz


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A deep learning framework for the detection and quantification of drusen and reticular pseudodrusen on optical coherence tomography


Apr 05, 2022
Roy Schwartz , Hagar Khalid , Sandra Liakopoulos , Yanling Ouyang , Coen de Vente , Cristina González-Gonzalo , Aaron Y. Lee , Robyn Guymer , Emily Y. Chew , Catherine Egan , Zhichao Wu , Himeesh Kumar , Joseph Farrington , Clara I. Sánchez , Adnan Tufail

* 26 pages, 7 figures 

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Data Contamination: From Memorization to Exploitation


Mar 15, 2022
Inbal Magar , Roy Schwartz

* Accepted to ACL 2022 

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ABC: Attention with Bounded-memory Control


Oct 06, 2021
Hao Peng , Jungo Kasai , Nikolaos Pappas , Dani Yogatama , Zhaofeng Wu , Lingpeng Kong , Roy Schwartz , Noah A. Smith


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Expected Validation Performance and Estimation of a Random Variable's Maximum


Oct 01, 2021
Jesse Dodge , Suchin Gururangan , Dallas Card , Roy Schwartz , Noah A. Smith


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Data Efficient Masked Language Modeling for Vision and Language


Sep 05, 2021
Yonatan Bitton , Gabriel Stanovsky , Michael Elhadad , Roy Schwartz

* Accepted to Findings of EMNLP 2021 

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