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Scaling Up Models and Data with $\texttt{t5x}$ and $\texttt{seqio}$


Mar 31, 2022
Adam Roberts, Hyung Won Chung, Anselm Levskaya, Gaurav Mishra, James Bradbury, Daniel Andor, Sharan Narang, Brian Lester, Colin Gaffney, Afroz Mohiuddin, Curtis Hawthorne, Aitor Lewkowycz, Alex Salcianu, Marc van Zee, Jacob Austin, Sebastian Goodman, Livio Baldini Soares, Haitang Hu, Sasha Tsvyashchenko, Aakanksha Chowdhery, Jasmijn Bastings, Jannis Bulian, Xavier Garcia, Jianmo Ni, Andrew Chen, Kathleen Kenealy, Jonathan H. Clark, Stephan Lee, Dan Garrette, James Lee-Thorp, Colin Raffel, Noam Shazeer, Marvin Ritter, Maarten Bosma, Alexandre Passos, Jeremy Maitin-Shepard, Noah Fiedel, Mark Omernick, Brennan Saeta, Ryan Sepassi, Alexander Spiridonov, Joshua Newlan, Andrea Gesmundo


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Evaluating Explanations: How much do explanations from the teacher aid students?


Dec 01, 2020
Danish Pruthi, Bhuwan Dhingra, Livio Baldini Soares, Michael Collins, Zachary C. Lipton, Graham Neubig, William W. Cohen

* Preprint 

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QED: A Framework and Dataset for Explanations in Question Answering


Sep 08, 2020
Matthew Lamm, Jennimaria Palomaki, Chris Alberti, Daniel Andor, Eunsol Choi, Livio Baldini Soares, Michael Collins


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Facts as Experts: Adaptable and Interpretable Neural Memory over Symbolic Knowledge


Jul 02, 2020
Pat Verga, Haitian Sun, Livio Baldini Soares, William W. Cohen


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Empirical Evaluation of Pretraining Strategies for Supervised Entity Linking


May 28, 2020
Thibault Févry, Nicholas FitzGerald, Livio Baldini Soares, Tom Kwiatkowski

* 11 pages, 8 figures, appearing at AKBC 2020 

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Collecting Entailment Data for Pretraining: New Protocols and Negative Results


Apr 24, 2020
Samuel R. Bowman, Jennimaria Palomaki, Livio Baldini Soares, Emily Pitler


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Entities as Experts: Sparse Memory Access with Entity Supervision


Apr 15, 2020
Thibault Févry, Livio Baldini Soares, Nicholas FitzGerald, Eunsol Choi, Tom Kwiatkowski


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Learning Cross-Context Entity Representations from Text


Jan 11, 2020
Jeffrey Ling, Nicholas FitzGerald, Zifei Shan, Livio Baldini Soares, Thibault Févry, David Weiss, Tom Kwiatkowski


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Matching the Blanks: Distributional Similarity for Relation Learning


Jun 07, 2019
Livio Baldini Soares, Nicholas FitzGerald, Jeffrey Ling, Tom Kwiatkowski

* To appear at ACL 2019 

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