Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)

Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor 2025-05 Association for Computational Linguistics Albuquerque, New Mexico text conference publication 979-8-89176-238-1 cl4health-ws-2025-1 10.18653/v1/2025.cl4health-1.0 https://aclanthology.org/2025.cl4health-1.0/ PatientDx: Merging Large Language Models for Protecting Data-Privacy in Healthcare Jose G Moreno author Jesus Lovon-Melgarejo author M’rick Robin-Charlet author Christine Damase-Michel author Lynda Tamine author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 moreno-etal-2025-patientdx 10.18653/v1/2025.cl4health-1.1 https://aclanthology.org/2025.cl4health-1.1/ 2025-05 1 11 Synthetic Documents for Medical Tasks: Bridging Privacy with Knowledge Injection and Reward Mechanism Simon Meoni author Éric De La Clergerie author Théo Ryffel author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 meoni-etal-2025-synthetic 10.18653/v1/2025.cl4health-1.2 https://aclanthology.org/2025.cl4health-1.2/ 2025-05 12 25 Prefix-Enhanced Large Language Models with Reused Training Data in Multi-Turn Medical Dialogue Suxue Ma author Zhicheng Yang author Ruei-Sung Lin author Youbao Tang author Ning Zhang author Zhenjie Cao author Yuan Ni author Jing Xiao author Jieke Hou author Peng Chang author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 ma-etal-2025-prefix 10.18653/v1/2025.cl4health-1.3 https://aclanthology.org/2025.cl4health-1.3/ 2025-05 26 33 SpecialtyScribe: Enhancing SOAP note Scribing for Medical Specialties using LLM’s Sagar Goyal author Eti Rastogi author Fen Zhao author Dong Yuan author Andrew Beinstein author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 goyal-etal-2025-specialtyscribe 10.18653/v1/2025.cl4health-1.4 https://aclanthology.org/2025.cl4health-1.4/ 2025-05 34 45 Explainability for NLP in Pharmacovigilance: A Study on Adverse Event Report Triage in Swedish Luise Dürlich author Erik Bergman author Maria Larsson author Hercules Dalianis author Seamus Doyle author Gabriel Westman author Joakim Nivre author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 durlich-etal-2025-explainability 10.18653/v1/2025.cl4health-1.5 https://aclanthology.org/2025.cl4health-1.5/ 2025-05 46 68 When Multilingual Models Compete with Monolingual Domain-Specific Models in Clinical Question Answering Vojtech Lanz author Pavel Pecina author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 lanz-pecina-2025-multilingual 10.18653/v1/2025.cl4health-1.6 https://aclanthology.org/2025.cl4health-1.6/ 2025-05 69 82 Mining Social Media for Barriers to Opioid Recovery with LLMs Vinu Ekanayake author Md Sultan Al Nahian author Ramakanth Kavuluru author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 ekanayake-etal-2025-mining 10.18653/v1/2025.cl4health-1.7 https://aclanthology.org/2025.cl4health-1.7/ 2025-05 83 99 Multimodal Transformers for Clinical Time Series Forecasting and Early Sepsis Prediction Jinghua Xu author Michael Staniek author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 xu-staniek-2025-multimodal 10.18653/v1/2025.cl4health-1.8 https://aclanthology.org/2025.cl4health-1.8/ 2025-05 100 108 Comparing representations of long clinical texts for the task of patient-note identification Safa Alsaidi author Marc Vincent author Olivia Boyer author Nicolas Garcelon author Miguel Couceiro author Adrien Coulet author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 alsaidi-etal-2025-comparing 10.18653/v1/2025.cl4health-1.9 https://aclanthology.org/2025.cl4health-1.9/ 2025-05 109 123 MeDiSumQA: Patient-Oriented Question-Answer Generation from Discharge Letters Amin Dada author Osman Koras author Marie Bauer author Amanda Butler author Kaleb Smith author Jens Kleesiek author Julian Friedrich author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 dada-etal-2025-medisumqa 10.18653/v1/2025.cl4health-1.10 https://aclanthology.org/2025.cl4health-1.10/ 2025-05 124 136 Using LLMs to improve RL policies in personalized health adaptive interventions Karine Karine author Benjamin Marlin author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 karine-marlin-2025-using 10.18653/v1/2025.cl4health-1.11 https://aclanthology.org/2025.cl4health-1.11/ 2025-05 137 147 LLM Based Efficient CSR Summarization using Structured Fact Extraction and Feedback Kunwar Zaid author Amit Sangroya author Lovekesh Vig author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 zaid-etal-2025-llm 10.18653/v1/2025.cl4health-1.12 https://aclanthology.org/2025.cl4health-1.12/ 2025-05 148 157 On Large Foundation Models and Alzheimer’s Disease Detection Chuyuan Li author Giuseppe Carenini author Thalia Field author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 li-etal-2025-large-foundation 10.18653/v1/2025.cl4health-1.13 https://aclanthology.org/2025.cl4health-1.13/ 2025-05 158 168 Benchmarking IsiXhosa Automatic Speech Recognition and Machine Translation for Digital Health Provision Abby Blocker author Francois Meyer author Ahmed Biyabani author Joyce Mwangama author Mohammed Ishaaq Datay author Bessie Malila author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 blocker-etal-2025-benchmarking 10.18653/v1/2025.cl4health-1.14 https://aclanthology.org/2025.cl4health-1.14/ 2025-05 169 179 Preliminary Evaluation of an Open-Source LLM for Lay Translation of German Clinical Documents Tabea Pakull author Amin Dada author Hendrik Damm author Anke Fleischhauer author Sven Benson author Noëlle Bender author Nicola Prasuhn author Katharina Kaminski author Christoph Friedrich author Peter Horn author Jens Kleesiek author Dirk Schadendorf author Ina Pretzell author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 pakull-etal-2025-preliminary 10.18653/v1/2025.cl4health-1.15 https://aclanthology.org/2025.cl4health-1.15/ 2025-05 180 192 Leveraging External Knowledge Bases: Analyzing Presentation Methods and Their Impact on Model Performance Hui-Syuan Yeh author Thomas Lavergne author Pierre Zweigenbaum author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 yeh-etal-2025-leveraging 10.18653/v1/2025.cl4health-1.16 https://aclanthology.org/2025.cl4health-1.16/ 2025-05 193 204 LT3: Generating Medication Prescriptions with Conditional Transformer Samuel Belkadi author Nicolo Micheletti author Lifeng Han author Warren Del-Pinto author Goran Nenadic author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 belkadi-etal-2025-lt3 10.18653/v1/2025.cl4health-1.17 https://aclanthology.org/2025.cl4health-1.17/ 2025-05 205 218 Explainable ICD Coding via Entity Linking Leonor Barreiros author Isabel Coutinho author Gonçalo Correia author Bruno Martins author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 barreiros-etal-2025-explainable 10.18653/v1/2025.cl4health-1.18 https://aclanthology.org/2025.cl4health-1.18/ 2025-05 219 227 Will Gen Z users look for evidence to verify QA System-generated answers? Soumya Gayen author Dina Demner-Fushman author Deepak Gupta author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 gayen-etal-2025-will 10.18653/v1/2025.cl4health-1.19 https://aclanthology.org/2025.cl4health-1.19/ 2025-05 228 235 Predicting Chronic Kidney Disease Progression from Stage III to Stage V using Language Models Zainab Awan author Rafael Henkin author Nick Reynolds author Michael Barnes author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 awan-etal-2025-predicting 10.18653/v1/2025.cl4health-1.20 https://aclanthology.org/2025.cl4health-1.20/ 2025-05 236 242 Am I eligible? Natural Language Inference for Clinical Trial Patient Recruitment: the Patient’s Point of View Mathilde Aguiar author Pierre Zweigenbaum author Nona Naderi author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 aguiar-etal-2025-eligible 10.18653/v1/2025.cl4health-1.21 https://aclanthology.org/2025.cl4health-1.21/ 2025-05 243 259 Towards Understanding LLM-Generated Biomedical Lay Summaries Rohan Charudatt Salvi author Swapnil Panigrahi author Dhruv Jain author Shweta Yadav author Md. Shad Akhtar author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 salvi-etal-2025-towards 10.18653/v1/2025.cl4health-1.22 https://aclanthology.org/2025.cl4health-1.22/ 2025-05 260 268 Bridging the Gap in Health Literacy: Harnessing the Power of Large Language Models to Generate Plain Language Summaries from Biomedical Texts Felipe Arias-Russi author Carolina Salazar-Lara author Rubén Manrique author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 arias-russi-etal-2025-bridging 10.18653/v1/2025.cl4health-1.23 https://aclanthology.org/2025.cl4health-1.23/ 2025-05 269 284 Towards Knowledge-Guided Biomedical Lay Summarization using Large Language Models Shufan Ming author Yue Guo author Halil Kilicoglu author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 ming-etal-2025-towards 10.18653/v1/2025.cl4health-1.24 https://aclanthology.org/2025.cl4health-1.24/ 2025-05 285 297 A Preliminary Study on NLP-Based Personalized Support for Type 1 Diabetes Management Sandra Mitrović author Federico Fontana author Andrea Zignoli author Felipe Mattioni Maturana author Christian Berchtold author Daniele Malpetti author Sam Scott author Laura Azzimonti author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 mitrovic-etal-2025-preliminary 10.18653/v1/2025.cl4health-1.25 https://aclanthology.org/2025.cl4health-1.25/ 2025-05 298 302 Medication Extraction and Entity Linking using Stacked and Voted Ensembles on LLMs Pablo Romero author Lifeng Han author Goran Nenadic author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 romero-etal-2025-medication 10.18653/v1/2025.cl4health-1.26 https://aclanthology.org/2025.cl4health-1.26/ 2025-05 303 315 Bias in Danish Medical Notes: Infection Classification of Long Texts Using Transformer and LSTM Architectures Coupled with BERT Mehdi Parviz author Rudi Agius author Carsten Niemann author Rob Van Der Goot author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 parviz-etal-2025-bias 10.18653/v1/2025.cl4health-1.27 https://aclanthology.org/2025.cl4health-1.27/ 2025-05 316 320 Capturing Patients’ Lived Experiences with Chronic Pain through Motivational Interviewing and Information Extraction Hadeel R A Elyazori author Rusul Abdulrazzaq author Hana Al Shawi author Isaac Amouzou author Patrick King author Syleah Manns author Mahdia Popal author Zarna Patel author Secili Destefano author Jay Shah author Naomi Gerber author Siddhartha Sikdar author Seiyon Lee author Samuel Acuna author Kevin Lybarger author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 elyazori-etal-2025-capturing 10.18653/v1/2025.cl4health-1.28 https://aclanthology.org/2025.cl4health-1.28/ 2025-05 321 330 Medifact at PerAnsSumm 2025: Leveraging Lightweight Models for Perspective-Specific Summarization of Clinical Q&A Forums Nadia Saeed author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 saeed-2025-medifact 10.18653/v1/2025.cl4health-1.29 https://aclanthology.org/2025.cl4health-1.29/ 2025-05 331 339 The Manchester Bees at PerAnsSumm 2025: Iterative Self-Prompting with Claude and o1 for Perspective-aware Healthcare Answer Summarisation Pablo Romero author Libo Ren author Lifeng Han author Goran Nenadic author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 romero-etal-2025-manchester 10.18653/v1/2025.cl4health-1.30 https://aclanthology.org/2025.cl4health-1.30/ 2025-05 340 348 MNLP at PerAnsSumm: A Classifier-Refiner Architecture for Improving the Classification of Consumer Health User Responses Jooyeon Lee author Luan Huy Pham author Özlem Uzuner author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 lee-etal-2025-mnlp 10.18653/v1/2025.cl4health-1.31 https://aclanthology.org/2025.cl4health-1.31/ 2025-05 349 358 WisPerMed @ PerAnsSumm 2025: Strong Reasoning Through Structured Prompting and Careful Answer Selection Enhances Perspective Extraction and Summarization of Healthcare Forum Threads Tabea Pakull author Hendrik Damm author Henning Schäfer author Peter Horn author Christoph Friedrich author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 pakull-etal-2025-wispermed 10.18653/v1/2025.cl4health-1.32 https://aclanthology.org/2025.cl4health-1.32/ 2025-05 359 373 DataHacks at PerAnsSumm 2025: LoRA-Driven Prompt Engineering for Perspective Aware Span Identification and Summarization Vansh Nawander author Chaithra Reddy Nerella author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 nawander-nerella-2025-datahacks 10.18653/v1/2025.cl4health-1.33 https://aclanthology.org/2025.cl4health-1.33/ 2025-05 374 379 LMU at PerAnsSumm 2025: LlaMA-in-the-loop at Perspective-Aware Healthcare Answer Summarization Task 2.2 Factuality Tanalp Ağustoslu author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 agustoslu-2025-lmu 10.18653/v1/2025.cl4health-1.34 https://aclanthology.org/2025.cl4health-1.34/ 2025-05 380 388 Lightweight LLM Adaptation for Medical Summarisation: Roux-lette at PerAnsSumm Shared Task Anson Antony author Peter Vickers author Suzanne Wendelken author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 antony-etal-2025-lightweight 10.18653/v1/2025.cl4health-1.35 https://aclanthology.org/2025.cl4health-1.35/ 2025-05 389 397 AICOE at PerAnsSumm 2025: An Ensemble of Large Language Models for Perspective-Aware Healthcare Answer Summarization Rakshith R author Mohammed Sameer Khan author Ankush Chopra author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 r-etal-2025-aicoe 10.18653/v1/2025.cl4health-1.36 https://aclanthology.org/2025.cl4health-1.36/ 2025-05 398 408 LTRC-IIITH at PerAnsSumm 2025: SpanSense - Perspective-specific span identification and Summarization Sushvin Marimuthu author Parameswari Krishnamurthy author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 marimuthu-krishnamurthy-2025-ltrc 10.18653/v1/2025.cl4health-1.37 https://aclanthology.org/2025.cl4health-1.37/ 2025-05 409 414 YaleNLP @ PerAnsSumm 2025: Multi-Perspective Integration via Mixture-of-Agents for Enhanced Healthcare QA Summarization Dongsuk Jang author Haoxin Li author Arman Cohan author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 jang-etal-2025-yalenlp 10.18653/v1/2025.cl4health-1.38 https://aclanthology.org/2025.cl4health-1.38/ 2025-05 415 427 Abdelmalak at PerAnsSumm 2025: Leveraging a Domain-Specific BERT and LLaMA for Perspective-Aware Healthcare Answer Summarization Abanoub Abdelmalak author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 abdelmalak-2025-abdelmalak 10.18653/v1/2025.cl4health-1.39 https://aclanthology.org/2025.cl4health-1.39/ 2025-05 428 436 UMB@PerAnsSumm 2025: Enhancing Perspective-Aware Summarization with Prompt Optimization and Supervised Fine-Tuning Kristin Qi author Youxiang Zhu author Xiaohui Liang author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 qi-etal-2025-umb 10.18653/v1/2025.cl4health-1.40 https://aclanthology.org/2025.cl4health-1.40/ 2025-05 437 444 Overview of the PerAnsSumm 2025 Shared Task on Perspective-aware Healthcare Answer Summarization Siddhant Agarwal author Md. Shad Akhtar author Shweta Yadav author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 agarwal-etal-2025-overview 10.18653/v1/2025.cl4health-1.41 https://aclanthology.org/2025.cl4health-1.41/ 2025-05 445 455 Bridging the Gap: Inclusive Artificial Intelligence for Patient-Oriented Language Processing in Conversational Agents in Healthcare Kerstin Denecke author 2025-05 text Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health) Sophia Ananiadou editor Dina Demner-Fushman editor Deepak Gupta editor Paul Thompson editor Association for Computational Linguistics Albuquerque, New Mexico conference publication 979-8-89176-238-1 denecke-2025-bridging 10.18653/v1/2025.cl4health-1.42 https://aclanthology.org/2025.cl4health-1.42/ 2025-05 456 462