no code implementations • ACL (dialdoc) 2021 • Sopan Khosla, Justin Lovelace, Ritam Dutt, Adithya Pratapa
In this paper, we discuss our submission for DialDoc subtask 1.
1 code implementation • 19 Jul 2023 • Varsha Kishore, Chao Wan, Justin Lovelace, Yoav Artzi, Kilian Q. Weinberger
Differentiable Search Index is a recently proposed paradigm for document retrieval, that encodes information about a corpus of documents within the parameters of a neural network and directly maps queries to corresponding documents.
1 code implementation • NeurIPS 2023 • Justin Lovelace, Varsha Kishore, Chao Wan, Eliot Shekhtman, Kilian Q. Weinberger
We then demonstrate that continuous diffusion models can be learned in the latent space of the language autoencoder, enabling us to sample continuous latent representations that can be decoded into natural language with the pretrained decoder.
1 code implementation • ACL 2021 • Justin Lovelace, Denis Newman-Griffis, Shikhar Vashishth, Jill Fain Lehman, Carolyn Penstein Rosé
We develop a deep convolutional network that utilizes textual entity representations and demonstrate that our model outperforms recent KG completion methods in this challenging setting.
1 code implementation • Findings of the Association for Computational Linguistics 2020 • Justin Lovelace, Bobak Mortazavi
Automated radiology report generation has the potential to reduce the time clinicians spend manually reviewing radiographs and streamline clinical care.
1 code implementation • 25 Jul 2020 • Justin Lovelace, Nathan C. Hurley, Adrian D. Haimovich, Bobak J. Mortazavi
We identify risk factors for both readmission and mortality outcomes and demonstrate that our framework can be used to develop dynamic problem lists that present clinical problems along with their quantitative importance.