TY - GEN
T1 - UIUC_BioNLP at BioLaySumm
T2 - 23rd Meeting of the ACL Special Interest Group on Biomedical Natural Language Processing, BioNLP 2024
AU - You, Zhiwen
AU - Radhakrishna, Shruthan
AU - Ming, Shufan
AU - Kilicoglu, Halil
N1 - Publisher Copyright:
©2024 Association for Computational Linguistics.
PY - 2024
Y1 - 2024
N2 - As the number of scientific publications is growing at a rapid pace, it is difficult for laypeople to keep track of and understand the latest scientific advances, especially in the biomedical domain. While the summarization of scientific publications has been widely studied, research on summarization targeting laypeople has remained scarce. In this study, considering the lengthy input of biomedical articles, we have developed a lay summarization system through an extract-then-summarize framework with large language models (LLMs) to summarize biomedical articles for laypeople. Using a fine-tuned GPT-3.5 model, our approach achieves the highest overall ranking and demonstrates the best relevance performance in the BioLaySumm 2024 shared task1,..
AB - As the number of scientific publications is growing at a rapid pace, it is difficult for laypeople to keep track of and understand the latest scientific advances, especially in the biomedical domain. While the summarization of scientific publications has been widely studied, research on summarization targeting laypeople has remained scarce. In this study, considering the lengthy input of biomedical articles, we have developed a lay summarization system through an extract-then-summarize framework with large language models (LLMs) to summarize biomedical articles for laypeople. Using a fine-tuned GPT-3.5 model, our approach achieves the highest overall ranking and demonstrates the best relevance performance in the BioLaySumm 2024 shared task1,..
UR - http://www.scopus.com/inward/record.url?scp=85204135392&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85204135392&partnerID=8YFLogxK
U2 - 10.18653/v1/2024.bionlp-1.11
DO - 10.18653/v1/2024.bionlp-1.11
M3 - Conference contribution
AN - SCOPUS:85204135392
T3 - BioNLP 2024 - 23rd Meeting of the ACL Special Interest Group on Biomedical Natural Language Processing, Proceedings of the Workshop and Shared Tasks
SP - 132
EP - 143
BT - BioNLP 2024 - 23rd Meeting of the ACL Special Interest Group on Biomedical Natural Language Processing, Proceedings of the Workshop and Shared Tasks
A2 - Demner-Fushman, Dina
A2 - Ananiadou, Sophia
A2 - Miwa, Makoto
A2 - Roberts, Kirk
A2 - Tsujii, Junichi
PB - Association for Computational Linguistics (ACL)
Y2 - 16 August 2024
ER -