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Uninformative Input Features and Counterfactual Invariance: Two Perspectives on Spurious Correlations in Natural Language



Jacob Eisenstein

* NAACL 2022 

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Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond



Amir Feder , Katherine A. Keith , Emaad Manzoor , Reid Pryzant , Dhanya Sridhar , Zach Wood-Doughty , Jacob Eisenstein , Justin Grimmer , Roi Reichart , Margaret E. Roberts , Brandon M. Stewart , Victor Veitch , Diyi Yang


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Learning to Look Inside: Augmenting Token-Based Encoders with Character-Level Information



Yuval Pinter , Amanda Stent , Mark Dredze , Jacob Eisenstein


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Revisiting the Primacy of English in Zero-shot Cross-lingual Transfer



Iulia Turc , Kenton Lee , Jacob Eisenstein , Ming-Wei Chang , Kristina Toutanova


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The MultiBERTs: BERT Reproductions for Robustness Analysis



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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Time-Aware Language Models as Temporal Knowledge Bases



Bhuwan Dhingra , Jeremy R. Cole , Julian Martin Eisenschlos , Daniel Gillick , Jacob Eisenstein , William W. Cohen


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Counterfactual Invariance to Spurious Correlations: Why and How to Pass Stress Tests



Victor Veitch , Alexander D'Amour , Steve Yadlowsky , Jacob Eisenstein


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Abolitionist Networks: Modeling Language Change in Nineteenth-Century Activist Newspapers



Sandeep Soni , Lauren Klein , Jacob Eisenstein

* Journal of Cultural Analytics (2021) 
* 23 pages, 6 figures, 2 tables 

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Tuiteamos o pongamos un tuit? Investigating the Social Constraints of Loanword Integration in Spanish Social Media



Ian Stewart , Diyi Yang , Jacob Eisenstein

* Society for Computation in Linguistics, 2021 

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