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

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

We present ACCoRD, an end-to-end system tackling the novel task of generating sets of descriptions of scientific concepts.

A Search Engine for Discovery of Scientific Challenges and Directions

1 code implementation • NeurIPS Workshop AI4Scien 2021 • Dan Lahav, Jon Saad Falcon, Bailey Kuehl, Sophie Johnson, Sravanthi Parasa, Noam Shomron, Duen Horng Chau, Diyi Yang, Eric Horvitz, Daniel S. Weld, Tom Hope

To address this problem, we present a novel task of extraction and search of scientific challenges and directions, to facilitate rapid knowledge discovery.

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

1 code implementation • NAACL 2022 • Anne Lauscher, Brandon Ko, Bailey Kuehl, Sophie Johnson, David Jurgens, Arman Cohan, Kyle Lo

In our work, we address this research gap by proposing a novel framework for CCA as a document-level context extraction and labeling task.

Sentence text-classification +1

SciCo: Hierarchical Cross-Document Coreference for Scientific Concepts

2 code implementations • AKBC 2021 • Arie Cattan, Sophie Johnson, Daniel Weld, Ido Dagan, Iz Beltagy, Doug Downey, Tom Hope

Determining coreference of concept mentions across multiple documents is a fundamental task in natural language understanding.

coreference-resolution Cross Document Coreference Resolution +1