@proceedings{cl4health-ws-2025-1,
    title = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.0/",
    doi = "10.18653/v1/2025.cl4health-1.0",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{moreno-etal-2025-patientdx,
    title = "{P}atient{D}x: Merging Large Language Models for Protecting Data-Privacy in Healthcare",
    author = "Moreno, Jose G.  and
      Lovon-Melgarejo, Jesus  and
      Robin-Charlet, M{'}rick  and
      Damase-Michel, Christine  and
      Tamine, Lynda",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.1/",
    doi = "10.18653/v1/2025.cl4health-1.1",
    pages = "1--11",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{meoni-etal-2025-synthetic,
    title = "Synthetic Documents for Medical Tasks: Bridging Privacy with Knowledge Injection and Reward Mechanism",
    author = "Meoni, Simon  and
      De La Clergerie, {\'E}ric  and
      Ryffel, Th{\'e}o",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.2/",
    doi = "10.18653/v1/2025.cl4health-1.2",
    pages = "12--25",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{ma-etal-2025-prefix,
    title = "Prefix-Enhanced Large Language Models with Reused Training Data in Multi-Turn Medical Dialogue",
    author = "Ma, Suxue  and
      Yang, Zhicheng  and
      Lin, Ruei-Sung  and
      Tang, Youbao  and
      Zhang, Ning  and
      Cao, Zhenjie  and
      Ni, Yuan  and
      Xiao, Jing  and
      Hou, Jieke  and
      Chang, Peng",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.3/",
    doi = "10.18653/v1/2025.cl4health-1.3",
    pages = "26--33",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{goyal-etal-2025-specialtyscribe,
    title = "{S}pecialty{S}cribe: Enhancing {SOAP} note Scribing for Medical Specialties using {LLM}{'}s",
    author = "Goyal, Sagar  and
      Rastogi, Eti  and
      Zhao, Fen  and
      Yuan, Dong  and
      Beinstein, Andrew",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.4/",
    doi = "10.18653/v1/2025.cl4health-1.4",
    pages = "34--45",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{durlich-etal-2025-explainability,
    title = "Explainability for {NLP} in Pharmacovigilance: A Study on Adverse Event Report Triage in {S}wedish",
    author = {D{\"u}rlich, Luise  and
      Bergman, Erik  and
      Larsson, Maria  and
      Dalianis, Hercules  and
      Doyle, Seamus  and
      Westman, Gabriel  and
      Nivre, Joakim},
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.5/",
    doi = "10.18653/v1/2025.cl4health-1.5",
    pages = "46--68",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{lanz-pecina-2025-multilingual,
    title = "When Multilingual Models Compete with Monolingual Domain-Specific Models in Clinical Question Answering",
    author = "Lanz, Vojtech  and
      Pecina, Pavel",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.6/",
    doi = "10.18653/v1/2025.cl4health-1.6",
    pages = "69--82",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{ekanayake-etal-2025-mining,
    title = "Mining Social Media for Barriers to Opioid Recovery with {LLM}s",
    author = "Ekanayake, Vinu  and
      Nahian, Md Sultan Al  and
      Kavuluru, Ramakanth",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.7/",
    doi = "10.18653/v1/2025.cl4health-1.7",
    pages = "83--99",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{xu-staniek-2025-multimodal,
    title = "Multimodal Transformers for Clinical Time Series Forecasting and Early Sepsis Prediction",
    author = "Xu, Jinghua  and
      Staniek, Michael",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.8/",
    doi = "10.18653/v1/2025.cl4health-1.8",
    pages = "100--108",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{alsaidi-etal-2025-comparing,
    title = "Comparing representations of long clinical texts for the task of patient-note identification",
    author = "Alsaidi, Safa  and
      Vincent, Marc  and
      Boyer, Olivia  and
      Garcelon, Nicolas  and
      Couceiro, Miguel  and
      Coulet, Adrien",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.9/",
    doi = "10.18653/v1/2025.cl4health-1.9",
    pages = "109--123",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{dada-etal-2025-medisumqa,
    title = "{M}e{D}i{S}um{QA}: Patient-Oriented Question-Answer Generation from Discharge Letters",
    author = "Dada, Amin  and
      Koras, Osman  and
      Bauer, Marie  and
      Butler, Amanda  and
      Smith, Kaleb  and
      Kleesiek, Jens  and
      Friedrich, Julian",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.10/",
    doi = "10.18653/v1/2025.cl4health-1.10",
    pages = "124--136",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{karine-marlin-2025-using,
    title = "Using {LLM}s to improve {RL} policies in personalized health adaptive interventions",
    author = "Karine, Karine  and
      Marlin, Benjamin",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.11/",
    doi = "10.18653/v1/2025.cl4health-1.11",
    pages = "137--147",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{zaid-etal-2025-llm,
    title = "{LLM} Based Efficient {CSR} Summarization using Structured Fact Extraction and Feedback",
    author = "Zaid, Kunwar  and
      Sangroya, Amit  and
      Vig, Lovekesh",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.12/",
    doi = "10.18653/v1/2025.cl4health-1.12",
    pages = "148--157",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{li-etal-2025-large-foundation,
    title = "On Large Foundation Models and {A}lzheimer{'}s Disease Detection",
    author = "Li, Chuyuan  and
      Carenini, Giuseppe  and
      Field, Thalia",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.13/",
    doi = "10.18653/v1/2025.cl4health-1.13",
    pages = "158--168",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{blocker-etal-2025-benchmarking,
    title = "Benchmarking {I}si{X}hosa Automatic Speech Recognition and Machine Translation for Digital Health Provision",
    author = "Blocker, Abby  and
      Meyer, Francois  and
      Biyabani, Ahmed  and
      Mwangama, Joyce  and
      Datay, Mohammed Ishaaq  and
      Malila, Bessie",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.14/",
    doi = "10.18653/v1/2025.cl4health-1.14",
    pages = "169--179",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{pakull-etal-2025-preliminary,
    title = "Preliminary Evaluation of an Open-Source {LLM} for Lay Translation of {G}erman Clinical Documents",
    author = {Pakull, Tabea  and
      Dada, Amin  and
      Damm, Hendrik  and
      Fleischhauer, Anke  and
      Benson, Sven  and
      Bender, No{\"e}lle  and
      Prasuhn, Nicola  and
      Kaminski, Katharina  and
      Friedrich, Christoph  and
      Horn, Peter  and
      Kleesiek, Jens  and
      Schadendorf, Dirk  and
      Pretzell, Ina},
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.15/",
    doi = "10.18653/v1/2025.cl4health-1.15",
    pages = "180--192",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{yeh-etal-2025-leveraging,
    title = "Leveraging External Knowledge Bases: Analyzing Presentation Methods and Their Impact on Model Performance",
    author = "Yeh, Hui-Syuan  and
      Lavergne, Thomas  and
      Zweigenbaum, Pierre",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.16/",
    doi = "10.18653/v1/2025.cl4health-1.16",
    pages = "193--204",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{belkadi-etal-2025-lt3,
    title = "{LT}3: Generating Medication Prescriptions with Conditional Transformer",
    author = "Belkadi, Samuel  and
      Micheletti, Nicolo  and
      Han, Lifeng  and
      Del-Pinto, Warren  and
      Nenadic, Goran",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.17/",
    doi = "10.18653/v1/2025.cl4health-1.17",
    pages = "205--218",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{barreiros-etal-2025-explainable,
    title = "Explainable {ICD} Coding via Entity Linking",
    author = "Barreiros, Leonor  and
      Coutinho, Isabel  and
      Correia, Gon{\c{c}}alo  and
      Martins, Bruno",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.18/",
    doi = "10.18653/v1/2025.cl4health-1.18",
    pages = "219--227",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{gayen-etal-2025-will,
    title = "Will Gen {Z} users look for evidence to verify {QA} System-generated answers?",
    author = "Gayen, Soumya  and
      Demner-Fushman, Dina  and
      Gupta, Deepak",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.19/",
    doi = "10.18653/v1/2025.cl4health-1.19",
    pages = "228--235",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{awan-etal-2025-predicting,
    title = "Predicting Chronic Kidney Disease Progression from Stage {III} to Stage {V} using Language Models",
    author = "Awan, Zainab  and
      Henkin, Rafael  and
      Reynolds, Nick  and
      Barnes, Michael",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.20/",
    doi = "10.18653/v1/2025.cl4health-1.20",
    pages = "236--242",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{aguiar-etal-2025-eligible,
    title = "Am {I} eligible? Natural Language Inference for Clinical Trial Patient Recruitment: the Patient{'}s Point of View",
    author = "Aguiar, Mathilde  and
      Zweigenbaum, Pierre  and
      Naderi, Nona",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.21/",
    doi = "10.18653/v1/2025.cl4health-1.21",
    pages = "243--259",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{salvi-etal-2025-towards,
    title = "Towards Understanding {LLM}-Generated Biomedical Lay Summaries",
    author = "Salvi, Rohan Charudatt  and
      Panigrahi, Swapnil  and
      Jain, Dhruv  and
      Yadav, Shweta  and
      Akhtar, Md. Shad",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.22/",
    doi = "10.18653/v1/2025.cl4health-1.22",
    pages = "260--268",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{arias-russi-etal-2025-bridging,
    title = "Bridging the Gap in Health Literacy: Harnessing the Power of Large Language Models to Generate Plain Language Summaries from Biomedical Texts",
    author = "Arias-Russi, Felipe  and
      Salazar-Lara, Carolina  and
      Manrique, Rub{\'e}n",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.23/",
    doi = "10.18653/v1/2025.cl4health-1.23",
    pages = "269--284",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{ming-etal-2025-towards,
    title = "Towards Knowledge-Guided Biomedical Lay Summarization using Large Language Models",
    author = "Ming, Shufan  and
      Guo, Yue  and
      Kilicoglu, Halil",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.24/",
    doi = "10.18653/v1/2025.cl4health-1.24",
    pages = "285--297",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{mitrovic-etal-2025-preliminary,
    title = "A Preliminary Study on {NLP}-Based Personalized Support for Type 1 Diabetes Management",
    author = "Mitrovi{\'c}, Sandra  and
      Fontana, Federico  and
      Zignoli, Andrea  and
      Mattioni Maturana, Felipe  and
      Berchtold, Christian  and
      Malpetti, Daniele  and
      Scott, Sam  and
      Azzimonti, Laura",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.25/",
    doi = "10.18653/v1/2025.cl4health-1.25",
    pages = "298--302",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{romero-etal-2025-medication,
    title = "Medication Extraction and Entity Linking using Stacked and Voted Ensembles on {LLM}s",
    author = "Romero, Pablo  and
      Han, Lifeng  and
      Nenadic, Goran",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.26/",
    doi = "10.18653/v1/2025.cl4health-1.26",
    pages = "303--315",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{parviz-etal-2025-bias,
    title = "Bias in {D}anish Medical Notes: Infection Classification of Long Texts Using Transformer and {LSTM} Architectures Coupled with {BERT}",
    author = "Parviz, Mehdi  and
      Agius, Rudi  and
      Niemann, Carsten  and
      Van Der Goot, Rob",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.27/",
    doi = "10.18653/v1/2025.cl4health-1.27",
    pages = "316--320",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{elyazori-etal-2025-capturing,
    title = "Capturing Patients' Lived Experiences with Chronic Pain through Motivational Interviewing and Information Extraction",
    author = "Elyazori, Hadeel R A  and
      Abdulrazzaq, Rusul  and
      Al Shawi, Hana  and
      Amouzou, Isaac  and
      King, Patrick  and
      Manns, Syleah  and
      Popal, Mahdia  and
      Patel, Zarna  and
      Destefano, Secili  and
      Shah, Jay  and
      Gerber, Naomi  and
      Sikdar, Siddhartha  and
      Lee, Seiyon  and
      Acuna, Samuel  and
      Lybarger, Kevin",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.28/",
    doi = "10.18653/v1/2025.cl4health-1.28",
    pages = "321--330",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{saeed-2025-medifact,
    title = "Medifact at {P}er{A}ns{S}umm 2025: Leveraging Lightweight Models for Perspective-Specific Summarization of Clinical {Q}{\&}{A} Forums",
    author = "Saeed, Nadia",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.29/",
    doi = "10.18653/v1/2025.cl4health-1.29",
    pages = "331--339",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{romero-etal-2025-manchester,
    title = "The {M}anchester Bees at {P}er{A}ns{S}umm 2025: Iterative Self-Prompting with Claude and o1 for Perspective-aware Healthcare Answer Summarisation",
    author = "Romero, Pablo  and
      Ren, Libo  and
      Han, Lifeng  and
      Nenadic, Goran",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.30/",
    doi = "10.18653/v1/2025.cl4health-1.30",
    pages = "340--348",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{lee-etal-2025-mnlp,
    title = "{MNLP} at {P}er{A}ns{S}umm: A Classifier-Refiner Architecture for Improving the Classification of Consumer Health User Responses",
    author = {Lee, Jooyeon  and
      Pham, Luan Huy  and
      Uzuner, {\"O}zlem},
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.31/",
    doi = "10.18653/v1/2025.cl4health-1.31",
    pages = "349--358",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{pakull-etal-2025-wispermed,
    title = "{W}is{P}er{M}ed @ {P}er{A}ns{S}umm 2025: Strong Reasoning Through Structured Prompting and Careful Answer Selection Enhances Perspective Extraction and Summarization of Healthcare Forum Threads",
    author = {Pakull, Tabea  and
      Damm, Hendrik  and
      Sch{\"a}fer, Henning  and
      Horn, Peter  and
      Friedrich, Christoph},
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.32/",
    doi = "10.18653/v1/2025.cl4health-1.32",
    pages = "359--373",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{nawander-nerella-2025-datahacks,
    title = "{D}ata{H}acks at {P}er{A}ns{S}umm 2025: {L}o{RA}-Driven Prompt Engineering for Perspective Aware Span Identification and Summarization",
    author = "Nawander, Vansh  and
      Nerella, Chaithra Reddy",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.33/",
    doi = "10.18653/v1/2025.cl4health-1.33",
    pages = "374--379",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{agustoslu-2025-lmu,
    title = "{LMU} at {P}er{A}ns{S}umm 2025: {L}la{MA}-in-the-loop at Perspective-Aware Healthcare Answer Summarization Task 2.2 Factuality",
    author = "A{\u{g}}ustoslu, Tanalp",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.34/",
    doi = "10.18653/v1/2025.cl4health-1.34",
    pages = "380--388",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{antony-etal-2025-lightweight,
    title = "Lightweight {LLM} Adaptation for Medical Summarisation: Roux-lette at {P}er{A}ns{S}umm Shared Task",
    author = "Antony, Anson  and
      Vickers, Peter  and
      Wendelken, Suzanne",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.35/",
    doi = "10.18653/v1/2025.cl4health-1.35",
    pages = "389--397",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{r-etal-2025-aicoe,
    title = "{AICOE} at {P}er{A}ns{S}umm 2025: An Ensemble of Large Language Models for Perspective-Aware Healthcare Answer Summarization",
    author = "R, Rakshith  and
      Khan, Mohammed Sameer  and
      Chopra, Ankush",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.36/",
    doi = "10.18653/v1/2025.cl4health-1.36",
    pages = "398--408",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{marimuthu-krishnamurthy-2025-ltrc,
    title = "{LTRC}-{IIITH} at {P}er{A}ns{S}umm 2025: {S}pan{S}ense - Perspective-specific span identification and Summarization",
    author = "Marimuthu, Sushvin  and
      Krishnamurthy, Parameswari",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.37/",
    doi = "10.18653/v1/2025.cl4health-1.37",
    pages = "409--414",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{jang-etal-2025-yalenlp,
    title = "{Y}ale{NLP} @ {P}er{A}ns{S}umm 2025: Multi-Perspective Integration via Mixture-of-Agents for Enhanced Healthcare {QA} Summarization",
    author = "Jang, Dongsuk  and
      Li, Haoxin  and
      Cohan, Arman",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.38/",
    doi = "10.18653/v1/2025.cl4health-1.38",
    pages = "415--427",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{abdelmalak-2025-abdelmalak,
    title = "Abdelmalak at {P}er{A}ns{S}umm 2025: Leveraging a Domain-Specific {BERT} and {LL}a{MA} for Perspective-Aware Healthcare Answer Summarization",
    author = "Abdelmalak, Abanoub",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.39/",
    doi = "10.18653/v1/2025.cl4health-1.39",
    pages = "428--436",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{qi-etal-2025-umb,
    title = "{UMB}@{P}er{A}ns{S}umm 2025: Enhancing Perspective-Aware Summarization with Prompt Optimization and Supervised Fine-Tuning",
    author = "Qi, Kristin  and
      Zhu, Youxiang  and
      Liang, Xiaohui",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.40/",
    doi = "10.18653/v1/2025.cl4health-1.40",
    pages = "437--444",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{agarwal-etal-2025-overview,
    title = "Overview of the {P}er{A}ns{S}umm 2025 Shared Task on Perspective-aware Healthcare Answer Summarization",
    author = "Agarwal, Siddhant  and
      Akhtar, Md. Shad  and
      Yadav, Shweta",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.41/",
    doi = "10.18653/v1/2025.cl4health-1.41",
    pages = "445--455",
    ISBN = "979-8-89176-238-1"
}
@inproceedings{denecke-2025-bridging,
    title = "Bridging the Gap: Inclusive Artificial Intelligence for Patient-Oriented Language Processing in Conversational Agents in Healthcare",
    author = "Denecke, Kerstin",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.42/",
    doi = "10.18653/v1/2025.cl4health-1.42",
    pages = "456--462",
    ISBN = "979-8-89176-238-1"
}