@proceedings{bionlp-ws-2025-share,
    title = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.0/",
    doi = "10.18653/v1/2025.bionlp-share.0",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{cuadron-cortes-etal-2025-arghitz,
    title = "{A}rg{H}i{TZ} at {A}rch{EHR}-{QA} 2025: A Two-Step Divide and Conquer Approach to Patient Question Answering for Top Factuality",
    author = "Cuadron Cortes, Adrian  and
      Sagasti, Aimar  and
      Urruela, Maitane  and
      De La Iglesia, Iker  and
      Garc{\'i}a Domingo-aldama, Ane  and
      Atutxa Salazar, Aitziber  and
      Goikoetxea, Josu  and
      Barrena, Ander",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.1/",
    doi = "10.18653/v1/2025.bionlp-share.1",
    pages = "1--10",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{ghinea-rincu-2025-unibuc,
    title = "{UNIBUC}-{SD} at {A}rch{EHR}-{QA} 2025: Prompting Our Way to Clinical {QA} with Multi-Model Ensembling",
    author = "Ghinea, Dragos  and
      R{\^i}ncu, Ștefania",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.2/",
    doi = "10.18653/v1/2025.bionlp-share.2",
    pages = "11--21",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{sethi-etal-2025-loyola,
    title = "Loyola at {A}rch{EHR}-{QA} 2025: Exploring Unsupervised Attribution of Generated Text: Attention and Clustering-Based Methods",
    author = "Sethi, Rohan  and
      Miller, Timothy A.  and
      Afshar, Majid  and
      Dligach, Dmitriy",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.3/",
    doi = "10.18653/v1/2025.bionlp-share.3",
    pages = "22--26",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{lanz-pecina-2025-cuni,
    title = "{CUNI}-a at {A}rch{EHR}-{QA} 2025: Do we need Giant {LLM}s for Clinical {QA}?",
    author = "Lanz, Vojtech  and
      Pecina, Pavel",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.4/",
    doi = "10.18653/v1/2025.bionlp-share.4",
    pages = "27--40",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{buns-etal-2025-wispermed,
    title = "{W}is{P}er{M}ed at {A}rch{EHR}-{QA} 2025: A Modular, Relevance-First Approach for Grounded Question Answering on Eletronic Health Records",
    author = {B{\"u}ns, Jan-Henning  and
      Damm, Hendrik  and
      Pakull, Tabea  and
      Nensa, Felix  and
      Livingstone, Elisabeth},
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.5/",
    doi = "10.18653/v1/2025.bionlp-share.5",
    pages = "41--49",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{chouhan-gertz-2025-heids,
    title = "hei{DS} at {A}rch{EHR}-{QA} 2025: From Fixed-k to Query-dependent-k for Retrieval Augmented Generation",
    author = "Chouhan, Ashish  and
      Gertz, Michael",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.6/",
    doi = "10.18653/v1/2025.bionlp-share.6",
    pages = "50--61",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{balmus-etal-2025-unibuc,
    title = "{U}ni{B}uc-{SB} at {A}rch{EHR}-{QA} 2025: A Resource-Constrained Pipeline for Relevance Classification and Grounded Answer Synthesis",
    author = "Balmus, Sebastian  and
      Bogdan, Dura  and
      Uban, Ana Sabina",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.7/",
    doi = "10.18653/v1/2025.bionlp-share.7",
    pages = "62--68",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{kovacs-etal-2025-kr,
    title = "{KR} Labs at {A}rch{EHR}-{QA} 2025: A Verbatim Approach for Evidence-Based Question Answering",
    author = "Kovacs, Adam  and
      Schmitt, Paul  and
      Recski, Gabor",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.8/",
    doi = "10.18653/v1/2025.bionlp-share.8",
    pages = "69--74",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{le-etal-2025-lailab,
    title = "{LAIL}ab at {A}rch{EHR}-{QA} 2025: Test-time scaling for evidence selection in grounded question answering from electronic health records",
    author = "Le, Tuan Dung  and
      Duong, Thanh  and
      Haddadan, Shohreh  and
      Jazayeri, Behzad  and
      Manley, Brandon  and
      Thieu, Thanh",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.9/",
    doi = "10.18653/v1/2025.bionlp-share.9",
    pages = "75--80",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{shields-menard-etal-2025-utsa,
    title = "{UTSA}-{NLP} at {A}rch{EHR}-{QA} 2025: Improving {EHR} Question Answering via Self-Consistency Prompting",
    author = "Shields-Menard, Sara  and
      Reimers, Zach  and
      Gardner, Joshua  and
      Perry, David  and
      Rios, Anthony",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.10/",
    doi = "10.18653/v1/2025.bionlp-share.10",
    pages = "81--90",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{reason-etal-2025-utsamuel,
    title = "{UTS}amuel at {A}rch{EHR}-{QA} 2025: A Clinical Question Answering System for Responding to Patient Portal Messages Using Generative {AI}",
    author = "Reason, Samuel  and
      Wang, Liwei  and
      Liu, Hongfang  and
      Huang, Ming",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.11/",
    doi = "10.18653/v1/2025.bionlp-share.11",
    pages = "91--95",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{yoadsanit-etal-2025-lamar,
    title = "{LAMAR} at {A}rch{EHR}-{QA} 2025: Clinically Aligned {LLM}-Generated Few-Shot Learning for {EHR}-Grounded Patient Question Answering",
    author = "Yoadsanit, Seksan  and
      Lekuthai, Nopporn  and
      Sermsrisuwan, Watcharitpol  and
      Achakulvisut, Titipat",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.12/",
    doi = "10.18653/v1/2025.bionlp-share.12",
    pages = "96--103",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{bogireddy-etal-2025-neural,
    title = "Neural at {A}rch{EHR}-{QA} 2025: Agentic Prompt Optimization for Evidence-Grounded Clinical Question Answering",
    author = "Bogireddy, Sai Prasanna Teja Reddy  and
      Majeedi, Abrar  and
      Gajjala, Viswanath  and
      Xu, Zhuoyan  and
      Rai, Siddhant  and
      Potlapalli, Vaishnav",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.13/",
    doi = "10.18653/v1/2025.bionlp-share.13",
    pages = "104--109",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{arvan-etal-2025-uic,
    title = "{UIC} at {A}rch{EHR}-{QA} 2025: Tri-Step Pipeline for Reliable Grounded Medical Question Answering",
    author = "Arvan, Mohammad  and
      Gautam, Anuj  and
      Zalake, Mohan  and
      Kochendorfer, Karl M.",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.14/",
    doi = "10.18653/v1/2025.bionlp-share.14",
    pages = "110--117",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{hwang-etal-2025-dmis,
    title = "{DMIS} Lab at {A}rch{EHR}-{QA} 2025: Evidence-Grounded Answer Generation for {EHR}-based {QA} via a Multi-Agent Framework",
    author = "Hwang, Hyeon  and
      Hwang, Hyeongsoon  and
      Jung, Jongmyung  and
      Yun, Jaehoon  and
      Song, Minju  and
      Park, Yein  and
      Kim, Dain  and
      Lee, Taewhoo  and
      Sohn, Jiwoong  and
      Yoon, Chanwoong  and
      Park, Sihyeon  and
      Lee, Jiwoo  and
      Yang, Heechul  and
      Kang, Jaewoo",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.15/",
    doi = "10.18653/v1/2025.bionlp-share.15",
    pages = "118--125",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{agarwal-etal-2025-cogstack,
    title = "{C}og{S}tack-{KCL}-{UCL} at {A}rch{EHR}-{QA} 2025: Investigating Hybrid {LLM} Approaches for Grounded Clinical Question Answering",
    author = "Agarwal, Shubham  and
      Searle, Thomas  and
      Noor, Kawsar  and
      Dobson, Richard",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.16/",
    doi = "10.18653/v1/2025.bionlp-share.16",
    pages = "126--135",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{nagy-etal-2025-szegedai,
    title = "{S}zeged{AI} at {A}rch{EHR}-{QA} 2025: Combining {LLM}s with traditional methods for grounded question answering",
    author = {Nagy, Soma  and
      Nyerges, B{\'a}lint  and
      Kisp{\'e}ter, Zsombor  and
      T{\'o}th, G{\'a}bor  and
      Szl{\'u}ka, Andr{\'a}s  and
      K{\H{o}}r{\"o}si, G{\'a}bor  and
      Sz{\'a}nt{\'o}, Zsolt  and
      Farkas, Rich{\'a}rd},
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.17/",
    doi = "10.18653/v1/2025.bionlp-share.17",
    pages = "136--149",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{remaki-etal-2025-limics,
    title = "{LIMICS} at {A}rch{EHR}-{QA} 2025: Prompting {LLM}s Beats Fine-Tuned Embeddings",
    author = "Remaki, Adam  and
      Violle, Armand  and
      Natraj, Vikram  and
      Gu{\'e}vel, {\'E}tienne  and
      Redjdal, Akram",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.18/",
    doi = "10.18653/v1/2025.bionlp-share.18",
    pages = "150--159",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{zemchyk-2025-razreshili,
    title = "razreshili at {A}rch{EHR}-{QA} 2025: Contrastive Fine-Tuning for Retrieval-Augmented Biomedical {QA}",
    author = "Zemchyk, Arina",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.19/",
    doi = "10.18653/v1/2025.bionlp-share.19",
    pages = "160--164",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{kadusabe-etal-2025-dkitnlp,
    title = "{DKITNLP} at {A}rch{EHR}-{QA} 2025: A Retrieval Augmented {LLM} Pipeline for Evidence-Based Patient Question Answering",
    author = "Kadusabe, Provia  and
      Kaushik, Abhishek  and
      Lawless, Fiona",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.20/",
    doi = "10.18653/v1/2025.bionlp-share.20",
    pages = "165--170",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{zhang-etal-2025-aehrc,
    title = "{AEHRC} at {B}io{L}ay{S}umm 2025: Leveraging T5 for Lay Summarisation of Radiology Reports",
    author = "Zhang, Wenjun  and
      Chandra, Shekhar  and
      Koopman, Bevan  and
      Dowling, Jason  and
      Nicolson, Aaron",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.21/",
    doi = "10.18653/v1/2025.bionlp-share.21",
    pages = "171--178",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{evgin-etal-2025-metninozu,
    title = "{M}etnin{O}z{U} at {B}io{L}ay{S}umm2025: Text Summarization with Reverse Data Augmentation and Injecting Salient Sentences",
    author = "Evgin, Egecan  and
      Karadeniz, Ilknur  and
      Y{\i}ld{\i}z, Olcay Taner",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.22/",
    doi = "10.18653/v1/2025.bionlp-share.22",
    pages = "179--184",
    ISBN = "979-8-89176-276-3"
}
@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 = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.23/",
    doi = "10.18653/v1/2025.bionlp-share.23",
    pages = "185--189",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{wilson-etal-2025-raincitynlp,
    title = "{R}ain{C}ity{NLP} at {B}io{L}ay{S}umm2025: Extract then Summarize at Home",
    author = "Wilson, Jen  and
      Pollack, Michael  and
      Edwards, Rachel  and
      Bellamy, Avery  and
      Salgi, Helen",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.24/",
    doi = "10.18653/v1/2025.bionlp-share.24",
    pages = "190--195",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{bechler-etal-2025-tlpiq,
    title = "{TLPIQ} at {B}io{L}ay{S}umm: Hide and Seq, a {FLAN}-T5 Model for Biomedical Summarization",
    author = "Bechler, Melody  and
      Crowther, Carly  and
      Luedke, Emily  and
      Schimka, Natasha  and
      Sharaf, Ibrahim",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.25/",
    doi = "10.18653/v1/2025.bionlp-share.25",
    pages = "196--201",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{lin-yu-2025-laysummx,
    title = "{L}ay{S}umm{X} at {B}io{L}ay{S}umm: Retrieval-Augmented Fine-Tuning for Biomedical Lay Summarization Using Abstracts and Retrieved Full-Text Context",
    author = "Lin, Fan  and
      Yu, Dezhi",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.26/",
    doi = "10.18653/v1/2025.bionlp-share.26",
    pages = "202--214",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{lossio-ventura-etal-2025-5cnlp,
    title = "5c{NLP} at {B}io{L}ay{S}umm2025: Prompts, Retrieval, and Multimodal Fusion",
    author = "Lossio-Ventura, Juan Antonio  and
      Chan, Callum  and
      Basavaraj, Arshitha  and
      Alatrista-Salas, Hugo  and
      Pereira, Francisco  and
      Inkpen, Diana",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.27/",
    doi = "10.18653/v1/2025.bionlp-share.27",
    pages = "215--231",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{pong-etal-2025-mirages,
    title = "{MIRAGES} at {B}io{L}ay{S}umm2025: The Impact of Search Terms and Data Curation for Biomedical Lay Summarization",
    author = "Pong, Benjamin  and
      Chen, J u - H u i  and
      Jiang, Jonathan  and
      Jimenez, Abimael  and
      Vahadi, Melody",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.28/",
    doi = "10.18653/v1/2025.bionlp-share.28",
    pages = "232--239",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{basu-etal-2025-suwmit,
    title = "{SUWMIT} at {B}io{L}ay{S}umm2025: Instruction-based Summarization with Contrastive Decoding",
    author = "Basu, Priyam  and
      Cols, Jose  and
      Jarvis, Daniel  and
      Park, Yongsin  and
      Rodabaugh, Daniel",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.29/",
    doi = "10.18653/v1/2025.bionlp-share.29",
    pages = "240--248",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{ramzi-bedmar-2025-bda,
    title = "{BDA}-{UC}3{M} @ {B}io{L}ay{S}umm: Efficient Lay Summarization with Small-Scale {S}o{TA} {LLM}s",
    author = "Ramzi, Ilyass  and
      Bedmar, Isabel",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.30/",
    doi = "10.18653/v1/2025.bionlp-share.30",
    pages = "249--255",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{binti-moriazi-sung-2025-khu,
    title = "{KHU}{\_}{LDI} at {B}io{L}ay{S}umm2025: Fine-tuning and Refinement for Lay Radiology Report Generation",
    author = "Binti Moriazi, Nur Alya Dania  and
      Sung, Mujeen",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.31/",
    doi = "10.18653/v1/2025.bionlp-share.31",
    pages = "256--268",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{sivagnanam-etal-2025-cutn,
    title = "{CUTN}{\_}{B}io at {B}io{L}ay{S}umm: Multi-Task Prompt Tuning with External Knowledge and Readability adaptation for Layman Summarization",
    author = "Sivagnanam, Bhuvaneswari  and
      C H, Rivo Krishnu  and
      Chauhan, Princi  and
      Rajiakodi, Saranya",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.32/",
    doi = "10.18653/v1/2025.bionlp-share.32",
    pages = "269--274",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{xu-etal-2025-team,
    title = "Team {XSZ} at {B}io{L}ay{S}umm2025: Section-Wise Summarization, Retrieval-Augmented {LLM}, and Reinforcement Learning Fine-Tuning for Lay Summaries",
    author = "Xu, Pengcheng  and
      Shen, Sicheng  and
      Zhou, Jieli  and
      Xin, Hongyi",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.33/",
    doi = "10.18653/v1/2025.bionlp-share.33",
    pages = "275--280",
    ISBN = "979-8-89176-276-3"
}
@inproceedings{phasook-etal-2025-vereafine,
    title = "{V}e{R}ea{F}ine: Iterative Verification Reasoning Refinement {RAG} for Hallucination-Resistant on Open-Ended Clinical {QA}",
    author = "Phasook, Pakawat  and
      Pitijaroonpong, Rapepong  and
      Kinchagawat, Jiramet  and
      Chinkamol, Amrest  and
      Saengja, Tossaporn  and
      Udomlapsakul, Kiartnarin  and
      Sawatphol, Jitkapat  and
      Ittichaiwong, Piyalitt",
    editor = "Soni, Sarvesh  and
      Demner-Fushman, Dina",
    booktitle = "Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks)",
    month = aug,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.bionlp-share.34/",
    doi = "10.18653/v1/2025.bionlp-share.34",
    pages = "281--288",
    ISBN = "979-8-89176-276-3"
}