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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: http://goo.gle/multiberts 

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A Non-Linear Structural Probe


May 21, 2021
Jennifer C. White, Tiago Pimentel, Naomi Saphra, Ryan Cotterell

* Accepted at NAACL 2021 

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LSTMs Compose (and Learn) Bottom-Up


Oct 06, 2020
Naomi Saphra, Adam Lopez

* Published in EMNLP Findings 2020. arXiv admin note: substantial text overlap with arXiv:2004.13195 

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Pareto Probing: Trading Off Accuracy for Complexity


Oct 05, 2020
Tiago Pimentel, Naomi Saphra, Adina Williams, Ryan Cotterell

* Tiago Pimentel and Naomi Saphra contributed equally to this work. Accepted for publication at EMNLP 2020. Code available in https://github.com/rycolab/pareto-probing 

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Word Interdependence Exposes How LSTMs Compose Representations


Apr 27, 2020
Naomi Saphra, Adam Lopez


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How to Evaluate Word Representations of Informal Domain?


Nov 13, 2019
Yekun Chai, Naomi Saphra, Adam Lopez


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Sparsity Emerges Naturally in Neural Language Models


Jul 22, 2019
Naomi Saphra, Adam Lopez

* Published in the ICML 2019 Workshop on Identifying and Understanding Deep Learning Phenomena: https://openreview.net/forum?id=H1ets1h56E 

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Understanding Learning Dynamics Of Language Models with SVCCA


Nov 01, 2018
Naomi Saphra, Adam Lopez


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DyNet: The Dynamic Neural Network Toolkit


Jan 15, 2017
Graham Neubig, Chris Dyer, Yoav Goldberg, Austin Matthews, Waleed Ammar, Antonios Anastasopoulos, Miguel Ballesteros, David Chiang, Daniel Clothiaux, Trevor Cohn, Kevin Duh, Manaal Faruqui, Cynthia Gan, Dan Garrette, Yangfeng Ji, Lingpeng Kong, Adhiguna Kuncoro, Gaurav Kumar, Chaitanya Malaviya, Paul Michel, Yusuke Oda, Matthew Richardson, Naomi Saphra, Swabha Swayamdipta, Pengcheng Yin

* 33 pages 

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Evaluating Informal-Domain Word Representations With UrbanDictionary


Jun 27, 2016
Naomi Saphra, Adam Lopez


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A framework for (under)specifying dependency syntax without overloading annotators


Jun 15, 2013
Nathan Schneider, Brendan O'Connor, Naomi Saphra, David Bamman, Manaal Faruqui, Noah A. Smith, Chris Dyer, Jason Baldridge

* This is an expanded version of a paper appearing in Proceedings of the 7th Linguistic Annotation Workshop & Interoperability with Discourse, Sofia, Bulgaria, August 8-9, 2013 

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