<?xml version="1.0" encoding="UTF-8"?>
<modsCollection xmlns="http://www.loc.gov/mods/v3">
<mods ID="gupta-krishnamurthy-2025-shared">
    <titleInfo>
        <title>Shared Task at Biolaysumm2025 : Extract then summarize approach Augmented with UMLS based Definition Retrieval for Lay Summary generation.</title>
    </titleInfo>
    <name type="personal">
        <namePart type="given">Aaradhya</namePart>
        <namePart type="family">Gupta</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Parameswari</namePart>
        <namePart type="family">Krishnamurthy</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <originInfo>
        <dateIssued>2025-08</dateIssued>
    </originInfo>
    <typeOfResource>text</typeOfResource>
    <relatedItem type="host">
        <titleInfo>
            <title>Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)</title>
        </titleInfo>
        <name type="personal">
            <namePart type="given">Sarvesh</namePart>
            <namePart type="family">Soni</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">Dina</namePart>
            <namePart type="family">Demner-Fushman</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <originInfo>
            <publisher>Association for Computational Linguistics</publisher>
            <place>
                <placeTerm type="text">Vienna, Austria</placeTerm>
            </place>
        </originInfo>
        <genre authority="marcgt">conference publication</genre>
        <identifier type="isbn">979-8-89176-276-3</identifier>
    </relatedItem>
    <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.</abstract>
    <identifier type="citekey">gupta-krishnamurthy-2025-shared</identifier>
    <identifier type="doi">10.18653/v1/2025.bionlp-share.23</identifier>
    <location>
        <url>https://aclanthology.org/2025.bionlp-share.23/</url>
    </location>
    <part>
        <date>2025-08</date>
        <extent unit="page">
            <start>185</start>
            <end>189</end>
        </extent>
    </part>
</mods>
</modsCollection>

%0 Conference Proceedings
%T Shared Task at Biolaysumm2025 : Extract then summarize approach Augmented with UMLS based Definition Retrieval for Lay Summary generation.
%A Gupta, Aaradhya
%A Krishnamurthy, Parameswari
%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 gupta-krishnamurthy-2025-shared
%X 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.
%R 10.18653/v1/2025.bionlp-share.23
%U https://aclanthology.org/2025.bionlp-share.23/
%U https://doi.org/10.18653/v1/2025.bionlp-share.23
%P 185-189

Markdown (Informal)

[Shared Task at Biolaysumm2025 : Extract then summarize approach Augmented with UMLS based Definition Retrieval for Lay Summary generation.](https://aclanthology.org/2025.bionlp-share.23/) (Gupta & Krishnamurthy, BioNLP 2025)

• Shared Task at Biolaysumm2025 : Extract then summarize approach Augmented with UMLS based Definition Retrieval for Lay Summary generation. (Gupta & Krishnamurthy, BioNLP 2025)

ACL

• Aaradhya Gupta and Parameswari Krishnamurthy. 2025. Shared Task at Biolaysumm2025 : Extract then summarize approach Augmented with UMLS based Definition Retrieval for Lay Summary generation.. In Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks), pages 185–189, Vienna, Austria. Association for Computational Linguistics.