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Attributed Question Answering: Evaluation and Modeling for Attributed Large Language Models


Dec 15, 2022
Bernd Bohnet, Vinh Q. Tran, Pat Verga, Roee Aharoni, Daniel Andor, Livio Baldini Soares, Jacob Eisenstein, Kuzman Ganchev, Jonathan Herzig, Kai Hui, Tom Kwiatkowski, Ji Ma, Jianmo Ni, Tal Schuster, William W. Cohen, Michael Collins, Dipanjan Das, Donald Metzler, Slav Petrov, Kellie Webster

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Dialect-robust Evaluation of Generated Text


Nov 02, 2022
Jiao Sun, Thibault Sellam, Elizabeth Clark, Tu Vu, Timothy Dozat, Dan Garrette, Aditya Siddhant, Jacob Eisenstein, Sebastian Gehrmann

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Predicting Long-Term Citations from Short-Term Linguistic Influence


Oct 24, 2022
Sandeep Soni, David Bamman, Jacob Eisenstein

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* 17 pages, 3 figures, to appear in the Findings of EMNLP 2022 

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Honest Students from Untrusted Teachers: Learning an Interpretable Question-Answering Pipeline from a Pretrained Language Model


Oct 05, 2022
Jacob Eisenstein, Daniel Andor, Bernd Bohnet, Michael Collins, David Mimno

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Uninformative Input Features and Counterfactual Invariance: Two Perspectives on Spurious Correlations in Natural Language


Apr 09, 2022
Jacob Eisenstein

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* NAACL 2022 

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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

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* Checkpoints and example analyses: http://goo.gle/multiberts 

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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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