← Search

Iain Marshall

2 accepted papers

2023

Summarizing, Simplifying, and Synthesizing Medical Evidence using GPT-3 (with Varying Success)

ACL 2023short

Large language models, particularly GPT-3, are able to produce high quality summaries ofgeneral domain news articles in few- and zero-shot settings. However, it is unclear if such models are similarly capable in more specialized domains such as biomedicine. In this paper we enlist domain experts (in…

2021

Paragraph-level Simplification of Medical Texts

NAACL 2021long

We consider the problem of learning to simplify medical texts. This is important because most reliable, up-to-date information in biomedicine is dense with jargon and thus practically inaccessible to the lay audience. Furthermore, manual simplification does not scale to the rapidly growing body of b…