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

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Jacob Eisenstein

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


Sep 02, 2021
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


Aug 01, 2021
Yuval Pinter, Amanda Stent, Mark Dredze, Jacob Eisenstein


  Access Paper or Ask Questions

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


Jun 30, 2021
Iulia Turc, Kenton Lee, Jacob Eisenstein, Ming-Wei Chang, Kristina Toutanova


  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

Time-Aware Language Models as Temporal Knowledge Bases


Jun 29, 2021
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


Jun 02, 2021
Victor Veitch, Alexander D'Amour, Steve Yadlowsky, Jacob Eisenstein


  Access Paper or Ask Questions

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


Mar 12, 2021
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


Jan 16, 2021
Ian Stewart, Diyi Yang, Jacob Eisenstein

* Society for Computation in Linguistics, 2021 

  Access Paper or Ask Questions

Underspecification Presents Challenges for Credibility in Modern Machine Learning


Nov 06, 2020
Alexander D'Amour, Katherine Heller, Dan Moldovan, Ben Adlam, Babak Alipanahi, Alex Beutel, Christina Chen, Jonathan Deaton, Jacob Eisenstein, Matthew D. Hoffman, Farhad Hormozdiari, Neil Houlsby, Shaobo Hou, Ghassen Jerfel, Alan Karthikesalingam, Mario Lucic, Yian Ma, Cory McLean, Diana Mincu, Akinori Mitani, Andrea Montanari, Zachary Nado, Vivek Natarajan, Christopher Nielson, Thomas F. Osborne, Rajiv Raman, Kim Ramasamy, Rory Sayres, Jessica Schrouff, Martin Seneviratne, Shannon Sequeira, Harini Suresh, Victor Veitch, Max Vladymyrov, Xuezhi Wang, Kellie Webster, Steve Yadlowsky, Taedong Yun, Xiaohua Zhai, D. Sculley


  Access Paper or Ask Questions

Learning to Recognize Dialect Features


Oct 23, 2020
Dorottya Demszky, Devyani Sharma, Jonathan H. Clark, Vinodkumar Prabhakaran, Jacob Eisenstein


  Access Paper or Ask Questions

Will it Unblend?


Sep 18, 2020
Yuval Pinter, Cassandra L. Jacobs, Jacob Eisenstein

* Findings of EMNLP 2020 

  Access Paper or Ask Questions

AdvAug: Robust Adversarial Augmentation for Neural Machine Translation


Jul 03, 2020
Yong Cheng, Lu Jiang, Wolfgang Macherey, Jacob Eisenstein

* published at ACL2020 

  Access Paper or Ask Questions

Sparse, Dense, and Attentional Representations for Text Retrieval


May 01, 2020
Yi Luan, Jacob Eisenstein, Kristina Toutanova, Michael Collins


  Access Paper or Ask Questions

Characterizing Collective Attention via Descriptor Context in Public Discussions of Crisis Events


Sep 19, 2019
Ian Stewart, Diyi Yang, Jacob Eisenstein

* under review 

  Access Paper or Ask Questions

Follow the Leader: Documents on the Leading Edge of Semantic Change Get More Citations


Sep 09, 2019
Sandeep Soni, Kristina Lerman, Jacob Eisenstein

* 11 pages, 2 figures 

  Access Paper or Ask Questions

How we do things with words: Analyzing text as social and cultural data


Jul 02, 2019
Dong Nguyen, Maria Liakata, Simon DeDeo, Jacob Eisenstein, David Mimno, Rebekah Tromble, Jane Winters


  Access Paper or Ask Questions

Clinical Concept Extraction for Document-Level Coding


Jun 08, 2019
Sarah Wiegreffe, Edward Choi, Sherry Yan, Jimeng Sun, Jacob Eisenstein

* ACL BioNLP workshop (2019) 

  Access Paper or Ask Questions

Unsupervised Domain Adaptation of Contextualized Embeddings: A Case Study in Early Modern English


Apr 04, 2019
Xiaochuang Han, Jacob Eisenstein


  Access Paper or Ask Questions

Character Eyes: Seeing Language through Character-Level Taggers


Mar 12, 2019
Yuval Pinter, Marc Marone, Jacob Eisenstein


  Access Paper or Ask Questions

The Referential Reader: A Recurrent Entity Network for Anaphora Resolution


Feb 05, 2019
Fei Liu, Luke Zettlemoyer, Jacob Eisenstein

* in review 

  Access Paper or Ask Questions

Training on Synthetic Noise Improves Robustness to Natural Noise in Machine Translation


Feb 05, 2019
Vladimir Karpukhin, Omer Levy, Jacob Eisenstein, Marjan Ghazvininejad


  Access Paper or Ask Questions

Mind Your POV: Convergence of Articles and Editors Towards Wikipedia's Neutrality Norm


Sep 18, 2018
Umashanthi Pavalanathan, Xiaochuang Han, Jacob Eisenstein

* Umashanthi Pavalanathan, Xiaochuang Han, and Jacob Eisenstein. 2018. Mind Your POV: Convergence of Articles and Editors Towards Wikipedia's Neutrality Norm. Proc. ACM Hum.-Comput. Interact. 2, CSCW, Article 137 (November 2018) 
* ACM Conference on Computer-Supported Cooperative Work and Social Computing (CSCW), 2018 

  Access Paper or Ask Questions

Predicting Semantic Relations using Global Graph Properties


Aug 27, 2018
Yuval Pinter, Jacob Eisenstein

* EMNLP 2018 

  Access Paper or Ask Questions

Stylistic Variation in Social Media Part-of-Speech Tagging


Apr 19, 2018
Murali Raghu Babu Balusu, Taha Merghani, Jacob Eisenstein

* 9 pages, Published in Proceedings of NAACL workshop on stylistic variation (2018) 

  Access Paper or Ask Questions

Explainable Prediction of Medical Codes from Clinical Text


Apr 16, 2018
James Mullenbach, Sarah Wiegreffe, Jon Duke, Jimeng Sun, Jacob Eisenstein

* NAACL 2018 

  Access Paper or Ask Questions

Sí o no, què penses? Catalonian Independence and Linguistic Identity on Social Media


Apr 13, 2018
Ian Stewart, Yuval Pinter, Jacob Eisenstein

* NAACL 2018 

  Access Paper or Ask Questions

Discriminative Modeling of Social Influence for Prediction and Explanation in Event Cascades


Feb 16, 2018
Sandeep Soni, Shawn Ling Ramirez, Jacob Eisenstein


  Access Paper or Ask Questions