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SciRepEval: A Multi-Format Benchmark for Scientific Document Representations


Nov 23, 2022
Amanpreet Singh, Mike D'Arcy, Arman Cohan, Doug Downey, Sergey Feldman

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* 21 pages, 2 figures, 9 tables. For associated code, see https://github.com/allenai/scirepeval 

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Learning to Perform Complex Tasks through Compositional Fine-Tuning of Language Models


Oct 23, 2022
Victor S. Bursztyn, David Demeter, Doug Downey, Larry Birnbaum

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* Accepted to findings of EMNLP 2022. Data and code available at https://github.com/vbursztyn/compositional-fine-tuning 

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FeedLens: Polymorphic Lenses for Personalizing Exploratory Search over Knowledge Graphs


Aug 16, 2022
Harmanpreet Kaur, Doug Downey, Amanpreet Singh, Evie Yu-Yen Cheng, Daniel S. Weld, Jonathan Bragg

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* To appear at UIST 2022 

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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

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* Preprint 

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Multi-LexSum: Real-World Summaries of Civil Rights Lawsuits at Multiple Granularities


Jun 23, 2022
Zejiang Shen, Kyle Lo, Lauren Yu, Nathan Dahlberg, Margo Schlanger, Doug Downey

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* 37 pages, 2 figures, 9 tables 

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Penguins Don't Fly: Reasoning about Generics through Instantiations and Exceptions


May 23, 2022
Emily Allaway, Jena D. Hwang, Chandra Bhagavatula, Kathleen McKeown, Doug Downey, Yejin Choi

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CascadER: Cross-Modal Cascading for Knowledge Graph Link Prediction


May 16, 2022
Tara Safavi, Doug Downey, Tom Hope

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ACCoRD: A Multi-Document Approach to Generating Diverse Descriptions of Scientific Concepts


May 14, 2022
Sonia K. Murthy, Kyle Lo, Daniel King, Chandra Bhagavatula, Bailey Kuehl, Sophie Johnson, Jonathan Borchardt, Daniel S. Weld, Tom Hope, Doug Downey

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A Computational Inflection for Scientific Discovery


May 04, 2022
Tom Hope, Doug Downey, Oren Etzioni, Daniel S. Weld, Eric Horvitz

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