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An Empirical Comparison of Instance Attribution Methods for NLP

Apr 09, 2021
Pouya Pezeshkpour, Sarthak Jain, Byron C. Wallace, Sameer Singh

* NAACL 2021 

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SciREX: A Challenge Dataset for Document-Level Information Extraction

May 01, 2020
Sarthak Jain, Madeleine van Zuylen, Hannaneh Hajishirzi, Iz Beltagy

* ACL2020 Camera Ready Submission, Work done by first authors while interning at AI2 

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Learning to Faithfully Rationalize by Construction

Apr 30, 2020
Sarthak Jain, Sarah Wiegreffe, Yuval Pinter, Byron C. Wallace

* ACL2020 Camera Ready Submission 

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ERASER: A Benchmark to Evaluate Rationalized NLP Models

Nov 08, 2019
Jay DeYoung, Sarthak Jain, Nazneen Fatema Rajani, Eric Lehman, Caiming Xiong, Richard Socher, Byron C. Wallace


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Extracting evidence of supplement-drug interactions from literature

Sep 17, 2019
Lucy Lu Wang, Oyvind Tafjord, Sarthak Jain, Arman Cohan, Sam Skjonsberg, Carissa Schoenick, Nick Botner, Waleed Ammar

* 11 pages, 2 figures, 3 tables 

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Learning to Identify Patients at Risk of Uncontrolled Hypertension Using Electronic Health Records Data

Jun 28, 2019
Ramin Mohammadi, Sarthak Jain, Stephen Agboola, Ramya Palacholla, Sagar Kamarthi, Byron C. Wallace

* Accepted at The AMIA informatics summit 2019 

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An Analysis of Attention over Clinical Notes for Predictive Tasks

Apr 05, 2019
Sarthak Jain, Ramin Mohammadi, Byron C. Wallace

* Accepted at The 2nd Clinical Natural Language Processing Workshop (At NAACL 2019) 

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Attention is not Explanation

Apr 04, 2019
Sarthak Jain, Byron C. Wallace

* Accepted as NAACL 2019 Long Paper. Draft Version 

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Learning Disentangled Representations of Texts with Application to Biomedical Abstracts

Sep 03, 2018
Sarthak Jain, Edward Banner, Jan-Willem van de Meent, Iain J. Marshall, Byron C. Wallace

* Accepted to EMNLP 2018 

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Structured Disentangled Representations

May 29, 2018
Babak Esmaeili, Hao Wu, Sarthak Jain, Alican Bozkurt, N. Siddharth, Brooks Paige, Dana H. Brooks, Jennifer Dy, Jan-Willem van de Meent

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