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    <abstract>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.</abstract>
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%0 Conference Proceedings
%T TLPIQ at BioLaySumm: Hide and Seq, a FLAN-T5 Model for Biomedical Summarization
%A Bechler, Melody
%A Crowther, Carly
%A Luedke, Emily
%A Schimka, Natasha
%A Sharaf, Ibrahim
%Y Soni, Sarvesh
%Y Demner-Fushman, Dina
%S Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)
%D 2025
%8 August
%I Association for Computational Linguistics
%C Vienna, Austria
%@ 979-8-89176-276-3
%F bechler-etal-2025-tlpiq
%X 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.
%R 10.18653/v1/2025.bionlp-share.25
%U https://aclanthology.org/2025.bionlp-share.25/
%U https://doi.org/10.18653/v1/2025.bionlp-share.25
%P 196-201

Markdown (Informal)

[TLPIQ at BioLaySumm: Hide and Seq, a FLAN-T5 Model for Biomedical Summarization](https://aclanthology.org/2025.bionlp-share.25/) (Bechler et al., BioNLP 2025)

• TLPIQ at BioLaySumm: Hide and Seq, a FLAN-T5 Model for Biomedical Summarization (Bechler et al., BioNLP 2025)

ACL

• Melody Bechler, Carly Crowther, Emily Luedke, Natasha Schimka, and Ibrahim Sharaf. 2025. TLPIQ at BioLaySumm: Hide and Seq, a FLAN-T5 Model for Biomedical Summarization. In Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks), pages 196–201, Vienna, Austria. Association for Computational Linguistics.