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

Trialstreamer: A living, automatically updated database of clinical trial reports

Iain J Marshall, Benjamin Nye, Joël Kuiper, Anna Noel-Storr, Rachel Marshall, Rory Maclean, Frank Soboczenski, Ani Nenkova, James Thomas, and Byron C Wallace. 2020 · 1912

Earlier work this paper cites.

A technique for the measurement of attitudes

Rensis Likert. 1932 · 1932

Earlier work this paper cites.

The well-built clinical question: a key to evidence-based decisions

W Scott Richardson, Mark C Wilson, Jim Nishikawa, Robert S Hayward, et al. 1995 · 1995

Earlier work this paper cites.

ROUGE: A package for automatic evaluation of summaries

Chin-Yew Lin. 2004 · 2004

Earlier work this paper cites.

Summeval: Re-evaluating summarization evaluation

Alexander Richard Fabbri, Wojciech Kryściński, Bryan McCann, Caiming Xiong, Richard Socher, and Dragomir Radev. 2021 · 2021

Earlier work this paper cites.

Genie: Toward reproducible and standardized human evaluation for text generation

Daniel Khashabi, Gabriel Stanovsky, Jonathan Bragg, Nicholas Lourie, Jungo Kasai, Yejin Choi, Noah A. Smith, and Daniel S. Weld. 2021 · 2021

Cited alongside, same era.

Can language models be biomedical knowledge bases?

Mujeen Sung, Jinhyuk Lee, Sean Yi, Minji Jeon, Sungdong Kim, and Jaewoo Kang. 2021 · 2021

Cited alongside, same era.

Finetuned language models are zero-shot learners

Original

Jason Wei, Maarten Bosma, Vincent Zhao, Kelvin Guu, Adams Wei Yu, Brian Lester, Nan Du, Andrew M Dai, and Quoc V Le. 2021 · 2021

Cited alongside, same era.

Paper plain: Making medical research papers approachable to healthcare consumers with natural language processing

Tal August, Lucy Lu Wang, Jonathan Bragg, Marti A. Hearst, Andrew Head, and Kyle Lo. 2022 · 2022

Cited alongside, same era.

News summarization and evaluation in the era of gpt-3

Original

Tanya Goyal, Junyi Jessy Li, and Greg Durrett. 2022 · 2022

Cited alongside, same era.

Holistic evaluation of language models

Original

Percy Liang, Rishi Bommasani, Tony Lee, Dimitris Tsipras, Dilara Soylu, Michihiro Yasunaga, Yian Zhang, Deepak Narayanan, Yuhuai Wu, Ananya Kumar, et al. 2022 · 2022

Later among the works it cites.

Can large language models reason about medical questions?

Original

Valentin Liévin, Christoffer Egeberg Hother, and Ole Winther. 2022 · 2022

Later among the works it cites.

Large language models encode clinical knowledge

Original

Karan Singhal, Shekoofeh Azizi, Tao Tu, S Sara Mahdavi, Jason Wei, Hyung Won Chung, Nathan Scales, Ajay Tanwani, Heather Cole-Lewis, Stephen Pfohl, et al. 2022 · 2022

Later among the works it cites.

Overview of MSLR2022: A shared task on multi-document summarization for literature reviews

Lucy Lu Wang, Jay DeYoung, and Byron Wallace. 2022 · 2022

Later among the works it cites.