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An Interpretability Illusion for BERT


Apr 14, 2021
Tolga Bolukbasi, Adam Pearce, Ann Yuan, Andy Coenen, Emily Reif, Fernanda Viégas, Martin Wattenberg


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Segment Integrated Gradients: Better attributions through regions


Jun 06, 2019
Andrei Kapishnikov, Tolga Bolukbasi, Fernanda Viégas, Michael Terry


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Visualizing and Measuring the Geometry of BERT


Jun 06, 2019
Andy Coenen, Emily Reif, Ann Yuan, Been Kim, Adam Pearce, Fernanda Viégas, Martin Wattenberg

* 8 pages, 5 figures 

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GAN Lab: Understanding Complex Deep Generative Models using Interactive Visual Experimentation


Sep 05, 2018
Minsuk Kahng, Nikhil Thorat, Duen Horng Chau, Fernanda Viégas, Martin Wattenberg

* This paper will be published in the IEEE Transactions on Visualization and Computer Graphics, 25(1), January 2019, and presented at IEEE VAST 2018 

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Google's Multilingual Neural Machine Translation System: Enabling Zero-Shot Translation


Aug 21, 2017
Melvin Johnson, Mike Schuster, Quoc V. Le, Maxim Krikun, Yonghui Wu, Zhifeng Chen, Nikhil Thorat, Fernanda Viégas, Martin Wattenberg, Greg Corrado, Macduff Hughes, Jeffrey Dean


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SmoothGrad: removing noise by adding noise


Jun 12, 2017
Daniel Smilkov, Nikhil Thorat, Been Kim, Fernanda Viégas, Martin Wattenberg

* 10 pages 

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