📰 Workshop on Patient-Oriented Language Processing @ LREC 2026: all accepted papers

53 papers · the most cited first · ← Workshop on Patient-Oriented Language Processing @ LREC 2026

1. A Synthetic Conversational Dataset for Type 2 Diabetes ManagementStergios Ntanavaras, Maaike de Boer, Piek T.J.M. Vossenour summary
2. Addressing Domain Shift in Health Coaching Note Analysis through Factorized Synthetic Data GenerationMichael Tänzer, Iva Bojic, Ashwini Yuvraj Lawate et al.our summary
3. An Open-Resource Knowledge Augmentation for Biomedical Lay SummarizationJoão Pedro Veloso, Evelin Amorimour summary
4. Aurum at CRF Filling 2026: Modular DSPy Extractors with Qwen3-Max for Multilingual CRF FillingVinay Babu Ulli, Jyoti Kumari, Anindita Mondalour summary
5. Automated Detection of Dosing Errors in Clinical Trial Narratives: A Multi-Modal Feature Engineering Approach with LightGBMMohammad AL-Smadiour summary
6. BIT.UA-AAUBS at ArchEHR-QA 2026: Evaluating Open-Source and Proprietary LLMs via Prompting in Low-Resource QA ↗Richard A. A. Jonker, Alexander Christiansen, Alexandros Maniatis et al.
7. Beyond One-Size-Fits-All: Multi-Agent Refinement Framework for Persona-Based Biomedical SummarizationRohan Charudatt Salvi, Chirag Chawla, Md. Shad Akhtar et al.our summary
8. CGU-ILALab at FoodBench-QA 2026: Comparing Traditional and LLM-based Approaches for Recipe Nutrient Estimation ↗Wei-Chun Chen, Yu-Xuan Chen, I-Fang Chung et al.
9. COACH Meets QUORUM: A Framework and Pipeline for Aligning User, Expert, and Developer Perspectives in LLM-Generated Health CounsellingYee Man Ng, Bram van Dijk, Pieter Beynen et al.our summary
10. CaresAI at CT-DEB'26: Detecting Dosing Errors In Clinical Trials Using Domain-Specific Transformer Embeddings and Classification Models ↗Leon Hamnett, Favour Igwezeke, Joseph Itopa Abubakar et al.
11. Cohere Labs Community at FoodBench-QA 2026: The Cake Makes the IngredientsRavi Ranjan, Roshan Santhosh, Lucien Carrollour summary
12. Compressed Representations of Patient Records: A Comparative Study of Template-Based and LLM-Based Methods for Clinical Data Summarization and VisualizationAndreas Stöckl, Oliver Krauss, Sophie Bauernfeindour summary
13. Datasets for a Chatbot for Clinical Trial Search ↗Yumeng Yang, Ethan Ludmir, Kirk Roberts
14. Diagnostic Reasoning with Large Language Models for a Rare Disease: Case Study of Primary Ciliary Dyskinesia ↗Swati Rajwal, Mary Ellen M. Fain, Lokesh Guglani et al.
15. DocUA at CRF Filling 2026: LLM StructCore –- Schema-Guided Reasoning Condensation and Deterministic Compilation ↗Serhii Zabolotnii
16. Dutch Metaphor Extraction from Cancer Patients' Interviews and Forum Data Using LLMs and Human in the Loop ↗Lifeng Han, David Lindevelt, Sander Puts et al.
17. Evaluating Professional Acceptability of LLM-Generated Systematic Review Summaries in Healthcare: Psychiatrists' PerspectivesPaul Thompson, Artemis Boulogeorgou, Fotini Kaponi et al.our summary
18. FCProfiler: Structured and Deterministic Pipeline for Recipe-Level Nutrient Estimation ↗Siyoon Kim
19. FHIRPath-QA: Executable Question Answering over FHIR Electronic Health Records ↗Michael Frew, Nishit Bheda, Bryan Tripp
20. FoodBench-QA: Overview of the Shared Task on Grounded Food and Nutrition Question Answering ↗Tome Eftimov, Ana Gjorgjevikj, Matej Martinc et al.
21. GREYC at CRF Filling 2026: Rewrite Before You Extract - Rewriting Clinical Notes for Automated CRFJesus Lovon-Melgarejo, Jérémie Pantin, Gaël Diasour summary
22. GigitAI at ArchEHR-QA 2026: Prompting Strategies and Constitutional AI for Clinical Question Answering ↗Saran Krishnasamy, Inez Wihardjo
23. HealthNLP_Retrievers at ArchEHR-QA 2026: Cascaded LLM Pipeline for Grounded Clinical Question Answering ↗Md Biplob Hosen, Md Alomgeer Hussein, Md Akmol Masud et al.
24. HealthTrajectory: Patient Journey Summaries and Visualizations for Patient-Clinician Communication Support ↗Rohmah Hidayah, Tomohiro Nishiyama, Shoko Wakamiya et al.
25. HiTZ-IXA at ArchEHR-QA 2026: Evidence Alignment Through Self-Consistency and Prompt Curation in Memory-Constrained EnvironmentsXabier Irastortza-Urbieta, Maite Oronoz, Alicia Pérezour summary
26. Innov8rs at CRF Filling 2026: An Iterative Multi-LLM Ensemble Pipeline with Dynamic Few-Shot Retrieval and Data-Driven Precision FilteringSamminga Sainath Rao, Sumit Mishra, Chanchal Sumanour summary
27. Italian Medical Term Simplification: From Patient Information Leaflets to Simplified Language Resources ↗Maria Pia di Buono
28. MedEvi-NS at ArchEHR-QA 2026: Using Clinical Reasoning Principles to Improve Zero-shot Capabilities of Large Language Models in Evidence AlignmentMengxuan Sun, Nicolay Rusnachenkoour summary
29. MedGore: An Approach and a Dataset for Identification of Sensitive Medical Images ↗Soumya Gayen, Rory Mulcahey, Russell Loane et al.
30. Medical Text Rewriting for Non-Experts: A Guideline-Driven LLM Approach ↗Mana Kuramoto, Hiroyuki Nagai, Keiko Yamada et al.
31. Medical-FLAVORS-AECC: Spanish Oncological Metaphors Dataset ↗Lucia Pitarch, Jordi Bernad, Sergio LUIS Ojeda Trueba et al.
32. Neural at ArchEHR-QA 2026: One Method Fits All: Unified Prompt Optimization for Clinical QA over EHRsAbrar Majeedi, Viswanatha Reddy Gajjala, Sai Prasanna Teja Reddy Bogireddy et al.our summary
33. OptiMed at ArchEHR-QA 2026: GEPA Prompt Optimization and Multi-Agent Majority Voting for EHR-Grounded Question Answering ↗Feras AlMannaa, Talia Tseriotou, Maria Liakata
34. Overview of the ArchEHR-QA 2026 Shared Task on Grounded Question Answering from Electronic Health Records ↗Sarvesh Soni, Dina Demner-Fushman
35. Overview of the CRF 2026 Shared Task on Clinical Case Report Forms Filling ↗Pietro Ferrazzi, Soumitra Ghosh, Alberto Lavelli et al.
36. Overview of the CT-DEB'26 Shared Task on Predicting Dosing Errors in Interventional Clinical Trials ↗Sohrab Ferdowsi, Félicien Hêche, Anthony Yazdani et al.
37. Patient-Specific Care Pathway Visualisation for Medical Nursing Staff ↗Sophie Bauernfeind, Selina Adlberger, Oliver Krauss et al.
38. Polimi at CRF Filling 2026: Prompt-Based Information Extraction from Italian Clinical NotesVittorio Torri, Francesca Ievaour summary
39. Razreshili at ArchEHR-QA 2026: Evidence Alignment via LLM Prompting and Cross-Encoder Fine-tuning ↗Arina Zemchyk
40. Reasoning, Contrastive, and In-Context Strategies for Opioid Use Stage Detection on Social Media ↗Vinu Ekanayake, Ramakanth Kavuluru
41. Scalable Generation of Adult-Oriented Therapeutic Reading Texts for Russian Aphasia Rehabilitation ↗Anastasia Kolmogorova, Anastasia Margolina, Alina Telnova et al.
42. SimpliMED: Automatic Simplification of Cardiology Discharge Reports Using Large Language Models ↗Lucas Molino-Piñar, Manuel Carlos Díaz Galiano, María-Teresa Martín-Valdivia et al.
43. Structured Radiology Intelligence: Extracting Structured Data from MRI Reports Using LLMsSushvin Marimuthu, Parameswari Krishnamurthy, Dipti Misra Sharma et al.our summary
44. TAMU-NLP at ArchEHR-QA 2026: Grounded Clinical QA with Evidence Identification and Intent-Aware Answer GenerationXinqi Su, Rongrong Wang, Sunyang Fu et al.our summary
45. TabMedQA: From Structured Data to Question-Answer Datasets in Early Clinical Decision-Making ↗Gabriel Iturra Bocaz, Petra Galuščáková, Sol Gedde Vedde et al.
46. UIC-AIHealth4All at ArchEHR-QA 2026: Answer-First Evidence Grounding for Clinical Question Answering ↗Mohammad Arvan, Hossein Haeri, Natalie Parde et al.
47. Useful to Whom? A Persona-Driven Evaluation of Knowledge-Adapted Health Question Reformulation via LLM Simulation ↗Jooyeon Lee, Luan Huy Pham, Özlem Uzuner
48. What Makes a Good Doctor Response? A Study on Text-Based Telemedicine ↗Adrian Cosma, Cosmin Dumitrache, Emilian Radoi
49. WisPerMed at ArchEHR-QA 2026: Retrieval-Augmented Prompting for Grounded EHR Question Answering ↗Jan-Henning Büns, Tabea Margareta Grace Pakull, Hendrik Damm et al.
50. Yale-DM-Lab at ArchEHR-QA 2026: Deterministic Grounding and Multi-Pass Evidence Alignment for EHR Question Answering ↗Elyas Irankhah, Samah Fodeh
51. sebis at ArchEHR-QA 2026: How Much Can You Do Locally? Evaluating Grounded EHR QA on a Single Notebook ↗Ibrahim Ebrar Yurt, Fabian Tobias Karl, Tejaswi Choppa et al.
52. sebis at CRF Filling 2026: A Two-Stage Local LLM Pipeline for Medical CRF FillingKatharina Sommer, Tristan Till, Florian Matthesour summary
53. tt501 at ArchEHR-QA 2026: Few-Shot Prompting with Retrieval-Augmented Generation for Grounded Clinical EHR Question AnsweringTai Tan Tranour summary

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