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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

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

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

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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

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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: 

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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

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

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

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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 

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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 

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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

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Learning to Recognize Dialect Features

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

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Will it Unblend?

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

* Findings of EMNLP 2020 

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AdvAug: Robust Adversarial Augmentation for Neural Machine Translation

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

* published at ACL2020 

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Sparse, Dense, and Attentional Representations for Text Retrieval

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

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

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

* under review 

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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 

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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

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Clinical Concept Extraction for Document-Level Coding

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

* ACL BioNLP workshop (2019) 

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

Apr 04, 2019
Xiaochuang Han, Jacob Eisenstein

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Character Eyes: Seeing Language through Character-Level Taggers

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

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The Referential Reader: A Recurrent Entity Network for Anaphora Resolution

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

* in review 

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

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

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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 

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Predicting Semantic Relations using Global Graph Properties

Aug 27, 2018
Yuval Pinter, Jacob Eisenstein

* EMNLP 2018 

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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) 

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Explainable Prediction of Medical Codes from Clinical Text

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

* NAACL 2018 

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

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

* NAACL 2018 

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

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

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