@inproceedings{gupta-krishnamurthy-2025-shared,
title = "Shared Task at Biolaysumm2025 : Extract then summarize approach Augmented with {UMLS} based Definition Retrieval for Lay Summary generation.",
author = "Gupta, Aaradhya and
Krishnamurthy, Parameswari",
editor = "Soni, Sarvesh and
Demner-Fushman, Dina",
booktitle = "BioNLP 2025 Shared Tasks",
month = aug,
year = "2025",
address = "Vienna, Austria",
publisher = "Association for Computational Linguistics",
url = "https://preview.aclanthology.org/acl25-workshop-ingestion/2025.bionlp-share.23/",
pages = "185--189",
ISBN = "979-8-89176-276-3",
abstract = "The paper presents a modular, two{-}track lay{-}summary generation system for biomedical research articles, evaluated on the PLOS and eLife subsets of the BioLaySumm2025 shared task. In Task 1, it extracts salient sentences via an LLM{--}based chunking and summarization pipeline, then applies iterative rewriting to produce an accessible summary. In Task 2, it augments that summary with UMLS{-}sourced definitions identified by a BioBERT NER model, yielding improved readability and factual consistency, at the cost of slight reductions in n{-}gram overlap metrics like ROUGE and BLEU."
}
Markdown (Informal)
[Shared Task at Biolaysumm2025 : Extract then summarize approach Augmented with UMLS based Definition Retrieval for Lay Summary generation.](https://preview.aclanthology.org/acl25-workshop-ingestion/2025.bionlp-share.23/) (Gupta & Krishnamurthy, BioNLP 2025)
ACL