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

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* 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

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* 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

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* 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

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* 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

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* 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

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* 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

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* 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

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* 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

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* 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

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* 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

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* 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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Making "fetch" happen: The influence of social and linguistic context on nonstandard word growth and decline

Feb 13, 2018
Ian Stewart, Jacob Eisenstein

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* replaced by arXiv:1709.00345 

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#anorexia, #anarexia, #anarexyia: Characterizing Online Community Practices with Orthographic Variation

Dec 04, 2017
Ian Stewart, Stevie Chancellor, Munmun De Choudhury, Jacob Eisenstein

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Overcoming Language Variation in Sentiment Analysis with Social Attention

Aug 26, 2017
Yi Yang, Jacob Eisenstein

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* Published in Transactions of the Association for Computational Linguistics (TACL), 2017. Please cite the TACL version: https://transacl.org/ojs/index.php/tacl/article/view/1024 

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Mimicking Word Embeddings using Subword RNNs

Jul 21, 2017
Yuval Pinter, Robert Guthrie, Jacob Eisenstein

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* EMNLP 2017 

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Unsupervised Learning for Lexicon-Based Classification

Nov 21, 2016
Jacob Eisenstein

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* to appear in AAAI 2017 

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Toward Socially-Infused Information Extraction: Embedding Authors, Mentions, and Entities

Sep 26, 2016
Yi Yang, Ming-Wei Chang, Jacob Eisenstein

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* Accepted to EMNLP 2016 

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Nonparametric Bayesian Storyline Detection from Microtexts

Sep 24, 2016
Vinodh Krishnan, Jacob Eisenstein

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* Appeared at the Workshop on Computing News Storylines at the 2016 Conference on Empirical Methods in Natural Language Processing (EMNLP 2016) 

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Morphological Priors for Probabilistic Neural Word Embeddings

Sep 24, 2016
Parminder Bhatia, Robert Guthrie, Jacob Eisenstein

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* Appeared at the Conference on Empirical Methods in Natural Language Processing (EMNLP 2016, Austin) 

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The Social Dynamics of Language Change in Online Networks

Sep 07, 2016
Rahul Goel, Sandeep Soni, Naman Goyal, John Paparrizos, Hanna Wallach, Fernando Diaz, Jacob Eisenstein

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* This paper appears in the Proceedings of the International Conference on Social Informatics (SocInfo16). The final publication is available at springer.com 

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