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Embedding Recycling for Language Models


Jul 11, 2022
Jon Saad-Falcon, Amanpreet Singh, Luca Soldaini, Mike D'Arcy, Arman Cohan, Doug Downey

* Preprint 

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Improving the Generalizability of Depression Detection by Leveraging Clinical Questionnaires


Apr 21, 2022
Thong Nguyen, Andrew Yates, Ayah Zirikly, Bart Desmet, Arman Cohan


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Generating Scientific Claims for Zero-Shot Scientific Fact Checking


Mar 24, 2022
Dustin Wright, David Wadden, Kyle Lo, Bailey Kuehl, Arman Cohan, Isabelle Augenstein, Lucy Lu Wang

* Accepted to ACL 2022; 13 pages, 3 figures, 8 tables 

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Utilizing Evidence Spans via Sequence-Level Contrastive Learning for Long-Context Question Answering


Dec 16, 2021
Avi Caciularu, Ido Dagan, Jacob Goldberger, Arman Cohan


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LongChecker: Improving scientific claim verification by modeling full-abstract context


Dec 02, 2021
David Wadden, Kyle Lo, Lucy Lu Wang, Arman Cohan, Iz Beltagy, Hannaneh Hajishirzi

* Preprint - work in progress. 9 pages 

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Multi-Vector Models with Textual Guidance for Fine-Grained Scientific Document Similarity


Nov 16, 2021
Sheshera Mysore, Arman Cohan, Tom Hope

* Work in progress 

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PRIMER: Pyramid-based Masked Sentence Pre-training for Multi-document Summarization


Oct 16, 2021
Wen Xiao, Iz Beltagy, Giuseppe Carenini, Arman Cohan


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MultiCite: Modeling realistic citations requires moving beyond the single-sentence single-label setting


Aug 01, 2021
Anne Lauscher, Brandon Ko, Bailey Kuehl, Sophie Johnson, David Jurgens, Arman Cohan, Kyle Lo


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FLEX: Unifying Evaluation for Few-Shot NLP


Jul 15, 2021
Jonathan Bragg, Arman Cohan, Kyle Lo, Iz Beltagy

* First two authors contributed equally. Code and leaderboard available at: https://github.com/allenai/flex 

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