TLPIQ at BioLaySumm: Hide and Seq, a FLAN-T5 Model for Biomedical Summarization
BioLaySumm 2025 is a shared task that aims to automatically generate lay summaries of scientific papers for a wider audience of readers without domain-specific knowledge, making scientific discoveries in the domain of biology and medicine more accessible to the general public.Our submission to the task is a FLAN-T5 base model fine-tuned on the abstract and conclusion of articles and expert-written lay summaries from the shared task's provided datasets.We find that our system performs competitively in terms of relevance, exceeds the baseline on factuality, but falls short on readability.
Authors
- Carly Crowther
- Emily Luedke
- Melody Bechler
- Natasha Schimka
- Ibrahim Sharaf
Publication Details
- Published
- 2025-01-01
- DOI
- https://doi.org/10.18653/v1/2025.bionlp-share.25
- Primary Topic
- Biomedical Text Mining and Ontologies
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- University of Washington