Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026

Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor 2026-05 ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) text conference publication cl4health-2026-1 https://aclanthology.org/2026.cl4health-1.0/ FHIRPath-QA: Executable Question Answering over FHIR Electronic Health Records Michael Frew author Nishit Bheda author Bryan Tripp author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication frew-etal-2026-fhirpath 10.63317/5q8qi6jqnz56 https://aclanthology.org/2026.cl4health-1.1/ 2026-05 1 14 COACH Meets QUORUM: A Framework and Pipeline for Aligning User, Expert, and Developer Perspectives in LLM-Generated Health Counselling Yee Man Ng author Bram van Dijk author Pieter Beynen author Otto Boekesteijn author Joris Jansen author Gerard van Oortmerssen author Max J van Duijn author Marco Spruit author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication ng-etal-2026-coach 10.63317/4x7koa8w32ny https://aclanthology.org/2026.cl4health-1.2/ 2026-05 15 25 Addressing Domain Shift in Health Coaching Note Analysis through Factorized Synthetic Data Generation Michael Tänzer author Iva Bojic author Ashwini Yuvraj Lawate author Andy Hau Yan Ho author Andy Khong author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication tanzer-etal-2026-addressing 10.63317/3a5koirj2a6s https://aclanthology.org/2026.cl4health-1.3/ 2026-05 26 40 Scalable Generation of Adult-Oriented Therapeutic Reading Texts for Russian Aphasia Rehabilitation Anastasia Kolmogorova author Anastasia Margolina author Alina Telnova author Igor Ilchenko author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication kolmogorova-etal-2026-scalable 10.63317/479o7hjnn332 https://aclanthology.org/2026.cl4health-1.4/ 2026-05 41 49 An Open-Resource Knowledge Augmentation for Biomedical Lay Summarization João Pedro Veloso author Evelin Amorim author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication veloso-amorim-2026-open 10.63317/3tu5fbwrdd3x https://aclanthology.org/2026.cl4health-1.5/ 2026-05 50 60 TabMedQA: From Structured Data to Question-Answer Datasets in Early Clinical Decision-Making Gabriel Iturra Bocaz author Petra Galuščáková author Sol Gedde Vedde author Alvaro Fernandez-Quilez author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication iturra-bocaz-etal-2026-tabmedqa 10.63317/3mfh3jirq8wh https://aclanthology.org/2026.cl4health-1.6/ 2026-05 61 71 SimpliMED: Automatic Simplification of Cardiology Discharge Reports Using Large Language Models Lucas Molino-Piñar author Manuel Carlos Díaz Galiano author María-Teresa Martín-Valdivia author Jose Angel Urbano-Moral author Elena Sola-Garcia author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication molino-pinar-etal-2026-simplimed 10.63317/53snqjnk47xn https://aclanthology.org/2026.cl4health-1.7/ 2026-05 72 81 Dutch Metaphor Extraction from Cancer Patients’ Interviews and Forum Data Using LLMs and Human in the Loop Lifeng Han author David Lindevelt author Sander Puts author Erik van Mulligen author Suzan Verberne author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication han-etal-2026-dutch 10.63317/2fxa2v4tn93y https://aclanthology.org/2026.cl4health-1.8/ 2026-05 82 95 Compressed Representations of Patient Records: A Comparative Study of Template-Based and LLM-Based Methods for Clinical Data Summarization and Visualization Andreas Stöckl author Oliver Krauss author Sophie Bauernfeind author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication stockl-etal-2026-compressed 10.63317/4ph9cddo4vbn https://aclanthology.org/2026.cl4health-1.9/ 2026-05 96 106 Medical Text Rewriting for Non-Experts: A Guideline-Driven LLM Approach Mana Kuramoto author Hiroyuki Nagai author Keiko Yamada author Hiroo Ide author Masayo Hayakawa author Tomohiro Nishiyama author Shoko Wakamiya author Eiji Aramaki author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication kuramoto-etal-2026-medical 10.63317/37xq8q3m7grc https://aclanthology.org/2026.cl4health-1.10/ 2026-05 107 116 Patient-Specific Care Pathway Visualisation for Medical Nursing Staff Sophie Bauernfeind author Selina Adlberger author Oliver Krauss author Andreas Stöckl author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication bauernfeind-etal-2026-patient 10.63317/5gskdj7g5ceg https://aclanthology.org/2026.cl4health-1.11/ 2026-05 117 131 What Makes a Good Doctor Response? A Study on Text-Based Telemedicine Adrian Cosma author Cosmin Dumitrache author Emilian Radoi author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication cosma-etal-2026-makes 10.63317/4wkjb5c9ooef https://aclanthology.org/2026.cl4health-1.12/ 2026-05 132 138 Datasets for a Chatbot for Clinical Trial Search Yumeng Yang author Ethan Ludmir author Kirk Roberts author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication yang-etal-2026-datasets 10.63317/3pk9cracmxy7 https://aclanthology.org/2026.cl4health-1.13/ 2026-05 139 148 HealthTrajectory: Patient Journey Summaries and Visualizations for Patient-Clinician Communication Support Rohmah Hidayah author Tomohiro Nishiyama author Shoko Wakamiya author Eiji Aramaki author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication hidayah-etal-2026-healthtrajectory 10.63317/5p5zhpr2wknb https://aclanthology.org/2026.cl4health-1.14/ 2026-05 149 158 Medical-FLAVORS-AECC: Spanish Oncological Metaphors Dataset Lucia Pitarch author Jordi Bernad author Sergio LUIS Ojeda Trueba author Alec Sánchez-Montero author Maxim Ionov author Emma Anglés-Herrero author Ángel Óscar Corona Beomont author Gemma Bel-Enguix author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication pitarch-etal-2026-medical 10.63317/5dfcbwok85xr https://aclanthology.org/2026.cl4health-1.15/ 2026-05 159 170 A Synthetic Conversational Dataset for Type 2 Diabetes Management Stergios Ntanavaras author Maaike de Boer author Piek T.J.M. Vossen author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication ntanavaras-etal-2026-synthetic 10.63317/3cbhekpxj33y https://aclanthology.org/2026.cl4health-1.16/ 2026-05 171 181 Italian Medical Term Simplification: From Patient Information Leaflets to Simplified Language Resources Maria Pia di Buono author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication di-buono-2026-italian 10.63317/27j5nmzxz6u7 https://aclanthology.org/2026.cl4health-1.17/ 2026-05 182 189 Evaluating Professional Acceptability of LLM-Generated Systematic Review Summaries in Healthcare: Psychiatrists’ Perspectives Paul Thompson author Artemis Boulogeorgou author Fotini Kaponi author Efstathia Soufleri author Sophia Ananiadou author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication thompson-etal-2026-evaluating 10.63317/4exjqeuaw9ti https://aclanthology.org/2026.cl4health-1.18/ 2026-05 190 206 Reasoning, Contrastive, and In-Context Strategies for Opioid Use Stage Detection on Social Media Vinu Ekanayake author Ramakanth Kavuluru author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication ekanayake-kavuluru-2026-reasoning 10.63317/4eyh8vc3atun https://aclanthology.org/2026.cl4health-1.19/ 2026-05 207 222 FoodBench-QA: Overview of the Shared Task on Grounded Food and Nutrition Question Answering Tome Eftimov author Ana Gjorgjevikj author Matej Martinc author Gjorgjina Cenikj author Sašo Džeroski author Barbara Koroušič Seljak author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication eftimov-etal-2026-foodbench 10.63317/3mtt98s2wcu7 https://aclanthology.org/2026.cl4health-1.20/ 2026-05 223 233 Overview of the CT-DEB’26 Shared Task on Predicting Dosing Errors in Interventional Clinical Trials Sohrab Ferdowsi author Félicien Hêche author Anthony Yazdani author Edward Choi author Sara Sansaloni-Pastor author Douglas Teodoro author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication ferdowsi-etal-2026-overview 10.63317/566x9bzd8sr3 https://aclanthology.org/2026.cl4health-1.21/ 2026-05 234 244 Overview of the CRF 2026 Shared Task on Clinical Case Report Forms Filling Pietro Ferrazzi author Soumitra Ghosh author Alberto Lavelli author Bernardo Magnini author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication ferrazzi-etal-2026-overview 10.63317/5povebgppvtb https://aclanthology.org/2026.cl4health-1.22/ 2026-05 245 254 Overview of the ArchEHR-QA 2026 Shared Task on Grounded Question Answering from Electronic Health Records Sarvesh Soni author Dina Demner-Fushman author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication soni-demner-fushman-2026-overview 10.63317/3nmxw7vuu7mn https://aclanthology.org/2026.cl4health-1.23/ 2026-05 255 267 Structured Radiology Intelligence: Extracting Structured Data from MRI Reports Using LLMs Sushvin Marimuthu author Parameswari Krishnamurthy author Dipti Misra Sharma author Goldwin H author Anu Eapen author Betty Simon author Anuradha Chandramohan author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication marimuthu-etal-2026-structured 10.63317/4vob5zztrfso https://aclanthology.org/2026.cl4health-1.24/ 2026-05 268 280 Useful to Whom? A Persona-Driven Evaluation of Knowledge-Adapted Health Question Reformulation via LLM Simulation Jooyeon Lee author Luan Huy Pham author Özlem Uzuner author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication lee-etal-2026-useful 10.63317/2gh4zdzvdgft https://aclanthology.org/2026.cl4health-1.25/ 2026-05 281 295 MedGore: An Approach and a Dataset for Identification of Sensitive Medical Images Soumya Gayen author Rory Mulcahey author Russell Loane author Dina Demner-Fushman author Deepak Gupta author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication gayen-etal-2026-medgore 10.63317/5f7uiuto4ph5 https://aclanthology.org/2026.cl4health-1.26/ 2026-05 296 306 Diagnostic Reasoning with Large Language Models for a Rare Disease: Case Study of Primary Ciliary Dyskinesia Swati Rajwal author Mary Ellen M Fain author Lokesh Guglani author Abeed Sarker author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication rajwal-etal-2026-diagnostic 10.63317/3zvnibnkbvsc https://aclanthology.org/2026.cl4health-1.27/ 2026-05 307 319 Beyond One-Size-Fits-All: Multi-Agent Refinement Framework for Persona-Based Biomedical Summarization Rohan Charudatt Salvi author Chirag Chawla author Md. Shad Akhtar author Shweta Yadav author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication salvi-etal-2026-beyond 10.63317/22uei8f8k9za https://aclanthology.org/2026.cl4health-1.28/ 2026-05 320 332 Automated Detection of Dosing Errors in Clinical Trial Narratives: A Multi-Modal Feature Engineering Approach with LightGBM Mohammad AL-Smadi author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication al-smadi-2026-automated 10.63317/2kuc94aqpqj8 https://aclanthology.org/2026.cl4health-1.29/ 2026-05 333 343 CaresAI at CT-DEB’26: Detecting Dosing Errors In Clinical Trials Using Domain-Specific Transformer Embeddings and Classification Models Leon Hamnett author Favour Igwezeke author Joseph Itopa Abubakar author Mary Adetutu Adewunmi author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication hamnett-etal-2026-caresai 10.63317/4nqo2dmobwrq https://aclanthology.org/2026.cl4health-1.30/ 2026-05 344 361 CGU-ILALab at FoodBench-QA 2026: Comparing Traditional and LLM-based Approaches for Recipe Nutrient Estimation Wei-Chun Chen author Yu-Xuan Chen author I-Fang Chung author Ying-Jia Lin author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication chen-etal-2026-cgu 10.63317/34pmiwmf83xc https://aclanthology.org/2026.cl4health-1.31/ 2026-05 362 368 FCProfiler: Structured and Deterministic Pipeline for Recipe-Level Nutrient Estimation Siyoon Kim author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication kim-2026-fcprofiler 10.63317/5p463oxyiaeo https://aclanthology.org/2026.cl4health-1.32/ 2026-05 369 374 DocUA at CRF Filling 2026: LLM StructCore — Schema-Guided Reasoning Condensation and Deterministic Compilation Serhii Zabolotnii author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication zabolotnii-2026-docua 10.63317/4ar36j4w3vrk https://aclanthology.org/2026.cl4health-1.33/ 2026-05 375 383 GREYC at CRF Filling 2026: Rewrite Before You Extract - Rewriting Clinical Notes for Automated CRF Jesus Lovon-Melgarejo author Jérémie Pantin author Gaël Dias author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication lovon-melgarejo-etal-2026-greyc 10.63317/323qntyvhp3m https://aclanthology.org/2026.cl4health-1.34/ 2026-05 384 389 Innov8rs at CRF Filling 2026: An Iterative Multi-LLM Ensemble Pipeline with Dynamic Few-Shot Retrieval and Data-Driven Precision Filtering Samminga Sainath Rao author Sumit Mishra author Chanchal Suman author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication rao-etal-2026-innov8rs 10.63317/2eg7dfwaf4o5 https://aclanthology.org/2026.cl4health-1.35/ 2026-05 390 394 Aurum at CRF Filling 2026: Modular DSPy Extractors with Qwen3-Max for Multilingual CRF Filling Vinay Babu Ulli author Jyoti Kumari author Anindita Mondal author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication ulli-etal-2026-aurum 10.63317/4h5ugiqk5eht https://aclanthology.org/2026.cl4health-1.36/ 2026-05 395 401 sebis at CRF Filling 2026: A Two-Stage Local LLM Pipeline for Medical CRF Filling Katharina Sommer author Tristan Till author Florian Matthes author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication sommer-etal-2026-sebis 10.63317/2prmobstjfcg https://aclanthology.org/2026.cl4health-1.37/ 2026-05 402 411 Polimi at CRF Filling 2026: Prompt-Based Information Extraction from Italian Clinical Notes Vittorio Torri author Francesca Ieva author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication torri-ieva-2026-polimi 10.63317/5moj6trbujsb https://aclanthology.org/2026.cl4health-1.38/ 2026-05 412 427 Cohere Labs Community at FoodBench-QA 2026: The Cake Makes the Ingredients Ravi Ranjan author Roshan Santhosh author Lucien Carroll author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication ranjan-etal-2026-cohere 10.63317/4mxctoq6yb8s https://aclanthology.org/2026.cl4health-1.39/ 2026-05 428 433 HiTZ-IXA at ArchEHR-QA 2026: Evidence Alignment Through Self-Consistency and Prompt Curation in Memory-Constrained Environments Xabier Irastortza-Urbieta author Maite Oronoz author Alicia Pérez author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication irastortza-urbieta-etal-2026-hitz 10.63317/3zuhjyhh6vy9 https://aclanthology.org/2026.cl4health-1.40/ 2026-05 434 440 BIT.UA-AAUBS at ArchEHR-QA 2026: Evaluating Open-Source and Proprietary LLMs via Prompting in Low-Resource QA Richard A A Jonker author Alexander Christiansen author Alexandros Maniatis author Rúben Garrido author Rogério Braunschweiger de Freitas Lima author Roman Jurowetzki author Sérgio Matos author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication jonker-etal-2026-bit 10.63317/4xzogwhepa32 https://aclanthology.org/2026.cl4health-1.41/ 2026-05 441 454 WisPerMed at ArchEHR-QA 2026: Retrieval-Augmented Prompting for Grounded EHR Question Answering Jan-Henning Büns author Tabea Margareta Grace Pakull author Hendrik Damm author Bohao Chu author Christoph M Friedrich author Felix Nensa author Elisabeth Livingstone author Peter A Horn author Norbert Fuhr author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication buns-etal-2026-wispermed 10.63317/5bb4gnhkbqjq https://aclanthology.org/2026.cl4health-1.42/ 2026-05 455 468 sebis at ArchEHR-QA 2026: How Much Can You Do Locally? Evaluating Grounded EHR QA on a Single Notebook Ibrahim Ebrar Yurt author Fabian Tobias Karl author Tejaswi Choppa author Florian Matthes author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication yurt-etal-2026-sebis 10.63317/3mbfiuod7bfc https://aclanthology.org/2026.cl4health-1.43/ 2026-05 469 481 MedEvi-NS at ArchEHR-QA 2026: Using Clinical Reasoning Principles to Improve Zero-shot Capabilities of Large Language Models in Evidence Alignment Mengxuan Sun author Nicolay Rusnachenko author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication sun-rusnachenko-2026-medevi 10.63317/2uoe94adhkng https://aclanthology.org/2026.cl4health-1.44/ 2026-05 482 486 UIC-AIHealth4All at ArchEHR-QA 2026: Answer-First Evidence Grounding for Clinical Question Answering Mohammad Arvan author Hossein Haeri author Natalie Parde author Rebecca Feinstein author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication arvan-etal-2026-uic 10.63317/3skgjregbmtf https://aclanthology.org/2026.cl4health-1.45/ 2026-05 487 496 tt501 at ArchEHR-QA 2026: Few-Shot Prompting with Retrieval-Augmented Generation for Grounded Clinical EHR Question Answering Tai Tan Tran author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta 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Neural at ArchEHR-QA 2026: One Method Fits All: Unified Prompt Optimization for Clinical QA over EHRs Abrar Majeedi author Viswanatha Reddy Gajjala author Sai Prasanna Teja Reddy Bogireddy author Siddhant Rai author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication majeedi-etal-2026-neural 10.63317/52yxj7aduxxg https://aclanthology.org/2026.cl4health-1.50/ 2026-05 530 538 OptiMed at ArchEHR-QA 2026: GEPA Prompt Optimization and Multi-Agent Majority Voting for EHR-Grounded Question Answering Feras AlMannaa author Talia Tseriotou author Maria Liakata author 2026-05 text Proceedings of the Third Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC 2026 Deepak Gupta editor Paul Thompson editor Sophia Ananiadou editor Dina Demner-Fushman 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