Get our free extension to see links to code for papers anywhere online!

Chrome logo  Add to Chrome

Firefox logo Add to Firefox

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

Jacob Eisenstein

* NAACL 2022 

   Access Paper or Ask Questions

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

   Access Paper or Ask Questions

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

Yuval Pinter , Amanda Stent , Mark Dredze , Jacob Eisenstein

   Access Paper or Ask Questions

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

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

   Access Paper or Ask Questions

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: 

   Access Paper or Ask Questions

Time-Aware Language Models as Temporal Knowledge Bases

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

   Access Paper or Ask Questions

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

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

   Access Paper or Ask Questions

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 

   Access Paper or Ask Questions

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 

   Access Paper or Ask Questions