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Tracing Knowledge in Language Models Back to the Training Data


May 24, 2022
Ekin Akyürek, Tolga Bolukbasi, Frederick Liu, Binbin Xiong, Ian Tenney, Jacob Andreas, Kelvin Guu

* 14 pages, 5 Tables, 5 Figures 

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Retrieval-guided Counterfactual Generation for QA


Oct 14, 2021
Bhargavi Paranjape, Matthew Lamm, Ian Tenney


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The MultiBERTs: BERT Reproductions for Robustness Analysis


Jun 30, 2021
Thibault Sellam, Steve Yadlowsky, Jason Wei, Naomi Saphra, Alexander D'Amour, Tal Linzen, Jasmijn Bastings, Iulia Turc, Jacob Eisenstein, Dipanjan Das, Ian Tenney, Ellie Pavlick

* Checkpoints and example analyses: http://goo.gle/multiberts 

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Measuring and Reducing Gendered Correlations in Pre-trained Models


Oct 12, 2020
Kellie Webster, Xuezhi Wang, Ian Tenney, Alex Beutel, Emily Pitler, Ellie Pavlick, Jilin Chen, Slav Petrov


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Do Language Embeddings Capture Scales?


Oct 11, 2020
Xikun Zhang, Deepak Ramachandran, Ian Tenney, Yanai Elazar, Dan Roth

* Accepted at EMNLP Findings 2020 and EMNLP BlackboxNLP workshop 2020 

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The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP Models


Aug 12, 2020
Ian Tenney, James Wexler, Jasmijn Bastings, Tolga Bolukbasi, Andy Coenen, Sebastian Gehrmann, Ellen Jiang, Mahima Pushkarna, Carey Radebaugh, Emily Reif, Ann Yuan


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Asking without Telling: Exploring Latent Ontologies in Contextual Representations


Apr 29, 2020
Julian Michael, Jan A. Botha, Ian Tenney

* 18 pages, 6 figures, 11 tables 

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What Happens To BERT Embeddings During Fine-tuning?


Apr 29, 2020
Amil Merchant, Elahe Rahimtoroghi, Ellie Pavlick, Ian Tenney

* 9 pages (not including references), 5 figures 

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jiant: A Software Toolkit for Research on General-Purpose Text Understanding Models


Mar 04, 2020
Yada Pruksachatkun, Phil Yeres, Haokun Liu, Jason Phang, Phu Mon Htut, Alex Wang, Ian Tenney, Samuel R. Bowman


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What do you learn from context? Probing for sentence structure in contextualized word representations


May 15, 2019
Ian Tenney, Patrick Xia, Berlin Chen, Alex Wang, Adam Poliak, R Thomas McCoy, Najoung Kim, Benjamin Van Durme, Samuel R. Bowman, Dipanjan Das, Ellie Pavlick

* ICLR 2019 camera-ready version, 17 pages including appendices 

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